upload

-python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run1 --version _v1
-python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run2 --version _v1 --S1
-python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run3 --version _v1 --S2
-python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run4 --version _v1 --S1 --S2
-python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run5 --version _v1 --S3
-python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run6 --version _v1 --S1 --S3
-python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run7 --version _v1 --S2 --S3
-python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run8 --version _v1 --S1 --S2 --S3
+
+python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run1 --version _v9 > ../outputs/Run1_v1.txt
+python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run2 --version _v9 --S1 > ../outputs/Run2_v1.txt
+python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run3 --version _v9 --S2 > ../outputs/Run3_v1.txt
+python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run4 --version _v9 --S1 --S2 > ../outputs/Run4_v1.txt
+python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run5 --version _v9 --S3 > ../outputs/Run5_v1.txt
+python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run6 --version _v9 --S1 --S3 > ../outputs/Run6_v1.txt
+python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run7 --version _v9 --S2 --S3 > ../outputs/Run7_v1.txt
+python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run8 --version _v9 --S1 --S2 --S3 > ../outputs/Run8_v1.txt
+
+

+python3 training_validation_v10.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run1 --version _v2 > ../outputs/Run1_v2.txt
+python3 training_validation_v10.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run2 --version _v2 --S1 > ../outputs/Run2_v2.txt
+python3 training_validation_v10.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run3 --version _v2 --S2 > ../outputs/Run3_v2.txt
+python3 training_validation_v10.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run4 --version _v2 --S1 --S2 > ../outputs/Run4_v2.txt
+python3 training_validation_v10.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run5 --version _v2 --S3 > ../outputs/Run5_v2.txt
+python3 training_validation_v10.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run6 --version _v2 --S1 --S3 > ../outputs/Run6_v2.txt
+python3 training_validation_v10.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run7 --version _v2 --S2 --S3 > ../outputs/Run7_v2.txt
+python3 training_validation_v10.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70_v4.txt --testFile test-data-set-30_v4.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --Gridname Run8 --version _v2 --S1 --S2 --S3 > ../outputs/Run8_v2.txt
+
+

+# -*- coding: UTF-8 -*-
+
+import os
+from itertools import chain
+from optparse import OptionParser
+from time import time
+from collections import Counter
+import re
+
+import nltk
+import sklearn
+import scipy.stats
+import sys
+
+from sklearn.externals import joblib
+from sklearn.metrics import make_scorer
+from sklearn.cross_validation import cross_val_score
+from sklearn.grid_search import RandomizedSearchCV
+
+import sklearn_crfsuite
+from sklearn_crfsuite import scorers
+from sklearn_crfsuite import metrics
+
+from pandas import DataFrame as DF
+from nltk.corpus import stopwords
+
+
+# Objective
+# Training and evaluation of CRFs with sklearn-crfsuite.
+#
+# Input parameters
+# --inputPath=PATH    	Path of training and test data set
+# --trainingFile        File with training data set
+# --testFile        	File with test data set
+# --outputPath=PATH    	Output path to place output files
+# --nameGrid            Number of run
+# --version    		    Version Report
+
+# Output
+# 1) Best model
+# 2) Report
+
+# Examples
+# python training_validation_v10.py
+# --inputPath 			/home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+# --trainingFile 		training-data-set-70.txt
+# --testFile			test-data-set-30.txt
+# --outputPath 			/home/egaytan/automatic-extraction-growth-conditions/CRF/
+# --version    		    _v1
+# python3 training_validation_v9.py --inputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets --trainingFile training-data-set-70.txt --testFile test-data-set-30.txt --outputPath /home/egaytan/automatic-extraction-growth-conditions/CRF/ --nameGrid Run1 --version _v1 --S1 --S2 --S3 
+
+##################################################################
+#                             FEATURES                           # 
+##################################################################
+
+#================== COMPLETE WORD FEATURES ======================#
+
+def isGreek(word):
+    ## Complete word are greek letters
+    alphabet = ['Α','Β','Γ','Δ','Ε','Ζ','Η','Θ','Ι','Κ','Λ','Μ','Ν','Ξ','Ο','Π','Ρ','Σ','Τ','Υ','Φ','Χ','Ψ','Ω',
+    'α','β','γ','δ','ε','ζ','η','θ','ι','κ','λ','μ','ν','ξ','ο','π','ρ','ς','σ','τ','υ','φ','χ','ψ','ω']
+    if word in alphabet:
+        return True
+    else:
+        return False 
+
+#================ INNER OF THE WORD FEATURES ====================#
+
+def hNumber(word):
+    ## Al leats has one greek letter
+    for l in word:
+        if l.isdigit():
+            return True
+    return False
+
+def symb(word):
+    n=0
+    ## At least a not alphanumeric character
+    for l in word:
+        if l.isdigit(): n = n+1
+        if l.isalpha(): n = n+1
+        #Exclude Greek letters
+        if isGreek(l): n = n+1
+
+    if n<len(word): return True
+    else: return False
+
+def hUpper(word):
+    ## At least an upper letter
+    for l in word:
+        if l.isupper(): return True
+    return False
+
+def hLower(word):
+    ## At least a lower letter
+    for l in word:
+        if l.islower(): return True
+    return False 
+
+def hGreek(word):
+    ## At least a greek letter
+    for l in word:
+        if isGreek(l): return True
+    return False    
+
+#============================FEATURES===========================#
+
+def word2features(sent, i, S1, S2, S3):
+    ## Getting word features
+
+    ## Saving CoreNLP annotations
+    listElem = sent[i].split('|')
+    word = listElem[0]
+    lemma = listElem[1]
+    postag = listElem[2]
+    #ner = listElem[4]
+
+    #=========================== G =============================#
+    ## NAME LEVEL G
+    ## FUTURE TYPE General features
+
+    features = {
+        ## basal features
+        'lemma': lemma,
+        'postag': postag
+        }
+
+    ## more tha one word in sentence
+    if i > 0:        
+        ## Anterior word
+        listElem = sent[i - 1].split('|')
+
+        ## Saving CoreNLP annotations
+        lemma0 = listElem[1]
+        postag0 = listElem[2]        
+        features.update({            
+            #LemaG anterior      
+            '-1:lemma': lemma0,
+            #Postag anterior 
+            '-1:postag': postag0,
+        })
+
+    ## is not the last word
+    if i < len(sent) - 1:
+        ## Posterior word 
+        listElem = sent[i + 1].split('|')
+        ## Saving CoreNLP annotations       
+        lemma2 = listElem[1]
+        postag2 = listElem[2]
+
+        features.update({           
+            #LemaG  posterior      
+            '+1:lemma': lemma2,
+            #Postag posterior 
+            '+1:postag': postag2,
+        })    
+
+    #=========================== S1 =============================#
+    ## NAME LEVEL S1
+    ## FEATURE TYPE Inner word features
+
+    if S1:
+        #Add features
+        features['hUpper']=  hUpper(word)
+        features['hLower']=  hUpper(word)
+        features['hGreek']=  hGreek(word)        
+        features['symb']= symb(word)
+        #word firstChar
+        features['word[:1]']= word[:1]    
+        #word secondChar
+        if len(word)>1:
+            features['word[:2]']= word[:2]        
+        '''
+        #lemma and postag firstChar
+        features['lemma[:1]']= lemma[:1]
+        features['postag[:1]']= postag[:1]
+        #lemma and postag secondChar
+        if len(lemma)>1:
+            features['lemma[:2]']= lemma[:2]
+        if len(postag)>1:
+            features['postag[:2]']= postag[:2]
+        '''
+    #=========================== S2 =============================#
+    ## NAME LEVEL S2
+    ## FEATURE TYPE Complete word features
+
+    if S2:
+        #Add features
+        features['word']=  word
+        features['isUpper']=  word.isupper()
+        features['isLower']=  word.islower()
+        features['isGreek']=  isGreek(word)       
+        features['isNumber']= word.isdigit()
+        ## more tha one word in sentence
+        if i > 0:        
+            ## Anterior word
+            listElem = sent[i - 1].split('|')
+            ## Saving CoreNLP annotations
+            word0 = listElem[0]
+            features['-1:word']=  word0
+
+        ## is not the last word
+        if i < len(sent)-1:
+            listElem = sent[i + 1].split('|')
+            ## Saving CoreNLP annotations       
+            word2 = listElem[0]
+            ## Posterior word 
+            features['+1:word']=  word2
+    
+    #=========================== S3 =============================#
+    ## NAME LEVEL S3
+    ## FEATURE TYPE Extended context features
+    if S3:            
+        ## more tha two words in sentence
+        if i > 1:        
+            ## two anterior lemma and postag
+            listElem = sent[i - 2].split('|')
+            ## Saving CoreNLP annotations
+            lemma01 = listElem[1]
+            postag01 = listElem[2]
+            features['-2:lemma']=  lemma01
+            features['-2:postag']=  postag01
+
+        ## is not the penultimate word
+        if i < len(sent) - 2:
+            listElem = sent[i + 2].split('|')
+            ## Saving CoreNLP annotations       
+            lemma02 = listElem[1]
+            postag02 = listElem[2]
+            ## two posterior lemma and postag
+            features['+2:lemma']=  lemma02
+            features['+2:postag']=  postag02
+
+    return features
+
+def sent2features(sent, S1, S2, S3):
+    ## Itering in sentence for each word and saving its features
+    return [word2features(sent, i, S1, S2, S3) for i in range(len(sent))]
+
+def sent2labels(sent):
+    ## 3rd position by word is the label
+    return [elem.split('|')[3] for elem in sent]
+
+def sent2tokens(sent):
+    return [token for token, postag, label in sent]
+
+def print_transitions(trans_features, f):
+    for (label_from, label_to), weight in trans_features:
+        f.write("{:6} -> {:7} {:0.6f}\n".format(label_from, label_to, weight))
+
+def print_state_features(state_features, f):
+    for (attr, label), weight in state_features:
+        f.write("{:0.6f} {:8} {}\n".format(weight, label, attr.encode("utf-8")))
+
+
+__author__ = 'egaytan'
+
+##################################################################
+#                            MAIN PROGRAM                        #
+##################################################################
+
+if __name__ == "__main__":
+    ## Defining parameters
+    parser = OptionParser()
+    parser.add_option("--inputPath",        dest="inputPath",       help="Path of training data set",           metavar="PATH")
+    parser.add_option("--outputPath",       dest="outputPath",      help="Output path to place output files",   metavar="PATH")
+    parser.add_option("--trainingFile",     dest="trainingFile",    help="File with training data set",         metavar="FILE")
+    parser.add_option("--testFile",         dest="testFile",        help="File with test data set",             metavar="FILE")
+    parser.add_option("--Gridname",         dest="Gridname",        help="Report number run",                   metavar="FILE")
+    parser.add_option("--version",          dest="version",         help="Report file",                         metavar="FILE")
+    parser.add_option("--S1",               dest="S1",              help="Future Type",                 action="store_true", default=False)
+    parser.add_option("--S2",               dest="S2",              help="Future Type",                 action="store_true", default=False)
+    parser.add_option("--S3",               dest="S3",              help="Future Type",                 action="store_true", default=False)
+    parser.add_option("--excludeStopWords", dest="excludeStopWords",help="Exclude stop words",          action="store_true", default=False)
+    parser.add_option("--excludeSymbols",   dest="excludeSymbols",  help="Exclude punctuation marks",   action="store_true", default=False)
+
+
+    (options, args) = parser.parse_args()
+    if len(args) > 0:
+        parser.error("Any parameter given.")
+        sys.exit(1)
+
+    print('-------------------------------- PARAMETERS --------------------------------')
+    print("Path of training data set: " + options.inputPath)
+    print("File with training data set: " + str(options.trainingFile))
+    print("Path of test data set: " + options.inputPath)
+    print("File with test data set: " + str(options.testFile))
+    print("Exclude stop words: " + str(options.excludeStopWords))
+    print("Levels: " + str(options.S1) + " " + str(options.S2))
+    print("Report file: " + str(options.version))
+
+    
+    symbols = ['.', ',', ':', ';', '?', '!', '\'', '"', '<', '>', '(', ')', '-', '_', '/', '\\', '¿', '¡', '+', '{',
+               '}', '[', ']', '*', '%', '$', '#', '&', '°', '`', '...']   
+    print("Exclude symbols: " + str(options.excludeSymbols))
+
+    print('-------------------------------- PROCESSING --------------------------------')
+    print('Reading corpus...')
+    t0 = time()
+
+    sentencesTrainingData = []
+    sentencesTestData = []
+
+    stopwords = [word for word in stopwords.words('english')]
+
+    with open(os.path.join(options.inputPath, options.trainingFile), "r") as iFile:
+        for line in iFile.readlines():
+            listLine = []
+            line = line.strip('\n')
+            for token in line.split():
+                if options.excludeStopWords:
+                    listToken = token.split('|')
+                    lemma = listToken[1]
+                    if lemma in stopwords:
+                        continue
+                if options.excludeSymbols:
+                    listToken = token.split('|')
+                    lemma = listToken[1]
+                    if lemma in symbols:
+                        continue
+                listLine.append(token)
+            sentencesTrainingData.append(listLine)
+        print("   Sentences training data: " + str(len(sentencesTrainingData)))
+
+    with open(os.path.join(options.inputPath, options.testFile), "r") as iFile:
+        for line in iFile.readlines():
+            listLine = []
+            line = line.strip('\n')
+            for token in line.split():
+                if options.excludeStopWords:
+                    listToken = token.split('|')
+                    lemma = listToken[1]
+                    if lemma in stopwords:
+                        continue
+                if options.excludeSymbols:
+                    listToken = token.split('|')
+                    lemma = listToken[1]
+                    if lemma in symbols:
+                        continue
+                listLine.append(token)
+            sentencesTestData.append(listLine)
+        print("   Sentences test data: " + str(len(sentencesTestData)))
+
+    print("Reading corpus done in: %fs" % (time() - t0))
+
+    print('-------------------------------- FEATURES --------------------------------')
+
+    Dtraning = sent2features(sentencesTrainingData[0], options.S1, options.S2, options.S3)[2]
+    Dtest = sent2features(sentencesTestData[0], options.S1, options.S2, options.S3)[2]
+    print('--------------------------Features Training ---------------------------')
+    print(DF(list(Dtraning.items())))
+    print('--------------------------- FeaturesTest -----------------------------')
+    print(DF(list(Dtest.items())))
+
+    t0 = time()
+
+    X_train = [sent2features(s, options.S1, options.S2, options.S3) for s in sentencesTrainingData]
+    y_train = [sent2labels(s) for s in sentencesTrainingData]
+
+    X_test = [sent2features(s, options.S1, options.S2, options.S3) for s in sentencesTestData]
+    # print X_test
+    y_test = [sent2labels(s) for s in sentencesTestData]
+
+    # Fixed parameters
+    # crf = sklearn_crfsuite.CRF(
+    #     algorithm='lbfgs',
+    #     c1=0.1,
+    #     c2=0.1,
+    #     max_iterations=100,
+    #     all_pgossible_transitions=True
+    # )
+
+    # Hyperparameter Optimization
+    crf = sklearn_crfsuite.CRF(
+        algorithm='lbfgs',
+        max_iterations=100,
+        all_possible_transitions=True
+    )
+    params_space = {
+        'c1': scipy.stats.expon(scale=0.5),
+        'c2': scipy.stats.expon(scale=0.05),
+    }
+
+    # Original: labels = list(crf.classes_)
+    # Original: labels.remove('O')
+    labels = list(['Gtype', 'Gversion', 'Med', 'Phase', 'Strain', 'Substrain', 'Supp', 'Technique', 'Temp', 'OD', 'Anti', 'Agit', 'Air', 'Vess', 'pH'])
+
+    # use the same metric for evaluation
+    f1_scorer = make_scorer(metrics.flat_f1_score,
+                            average='weighted', labels=labels)
+
+    # search
+    rs = RandomizedSearchCV(crf, params_space,
+                            cv=10,
+                            verbose=3,
+                            n_jobs=-1,
+                            n_iter=20,
+                            # n_iter=50,
+                            scoring=f1_scorer)
+    rs.fit(X_train, y_train)
+
+    # Fixed parameters
+    # crf.fit(X_train, y_train)
+
+    # Best hiperparameters
+    # crf = rs.best_estimator_
+  
+    nameReport = str(options.Gridname) + str(options.version) + '.txt'
+    with open(os.path.join(options.outputPath, "reports", "report_" + nameReport), mode="w") as oFile:
+        oFile.write("********** TRAINING AND TESTING REPORT **********\n")
+        oFile.write("Training file: " + options.trainingFile + '\n')
+        oFile.write('\n')
+        oFile.write('best params:' + str(rs.best_params_) + '\n')
+        oFile.write('best CV score:' + str(rs.best_score_) + '\n')
+        oFile.write('model size: {:0.2f}M\n'.format(rs.best_estimator_.size_ / 1000000))
+
+    print("Training done in: %fs" % (time() - t0))
+    t0 = time()
+
+    # Update best crf
+    crf = rs.best_estimator_
+
+    # Saving model
+    print("     Saving training model...")
+    t1 = time()
+    nameModel = 'model_S1_' + str(options.S1) + '_S2_' + str(options.S2) + str(options.version) + '.mod'
+    joblib.dump(crf, os.path.join(options.outputPath, "models", nameModel))
+    print("        Saving training model done in: %fs" % (time() - t1))
+
+    # Evaluation against test data
+    y_pred = crf.predict(X_test)
+    print("*********************************")
+    print("Prediction done in: %fs" % (time() - t0))
+
+    # labels = list(crf.classes_)
+    # labels.remove('O')
+
+    with open(os.path.join(options.outputPath, "reports", "report_" + nameReport), mode="a") as oFile:
+        oFile.write('\n')
+        oFile.write("Flat F1: " + str(metrics.flat_f1_score(y_test, y_pred, average='weighted', labels=labels)))
+        oFile.write('\n')
+        # labels = list(crf.classes_)
+        sorted_labels = sorted(
+            labels,
+            key=lambda name: (name[1:], name[0])
+        )
+        oFile.write(metrics.flat_classification_report(
+            y_test, y_pred, labels=sorted_labels, digits=3
+        ))
+        oFile.write('\n')
+
+        oFile.write("\nTop likely transitions:\n")
+        print_transitions(Counter(crf.transition_features_).most_common(50), oFile)
+        oFile.write('\n')
+
+        oFile.write("\nTop unlikely transitions:\n")
+        print_transitions(Counter(crf.transition_features_).most_common()[-50:], oFile)
+        oFile.write('\n')
+
+        oFile.write("\nTop positive:\n")
+        print_state_features(Counter(crf.state_features_).most_common(200), oFile)
+        oFile.write('\n')
+
+        oFile.write("\nTop negative:\n")
+        print_state_features(Counter(crf.state_features_).most_common()[-200:], oFile)
+        oFile.write('\n')
+

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: False False
+Report file: _v9
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003760s
+{'lemma': 'δsoxs', 'postag': 'NN', '+1:lemma': 'pq', '+1:postag': 'NN'}
+{'lemma': 'affyexp', 'postag': 'JJ', '+1:lemma': '_', '+1:postag': 'NN'}
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.905489 -   1.1s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.577889 -   0.9s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.679766 -   1.1s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.767569 -   1.1s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.838429 -   1.2s
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.857493 -   1.0s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.938387 -   1.1s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.848001 -   1.0s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.660012 -   1.0s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.721334 -   1.2s
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.669962 -   0.8s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.703150 -   1.2s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.724515 -   1.2s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.708877 -   1.2s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.679766 -   1.2s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.597458 -   1.0s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.720311 -   1.2s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.661884 -   1.0s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.761418 -   1.2s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.586182 -   0.9s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.848001 -   1.2s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.596949 -   1.0s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.586182 -   1.1s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.905489 -   1.1s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.920970 -   1.0s
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.866790 -   1.1s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.756561 -   1.2s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.741434 -   1.1s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.857493 -   1.1s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.687300 -   1.1s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.628354 -   1.1s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.921915 -   1.2s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.906853 -   1.2s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.674776 -   1.1s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.609849 -   1.0s
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.547996 -   0.9s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.848001 -   1.2s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.773430 -   1.2s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.538621 -   0.9s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.848001 -   1.3s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.679766 -   0.9s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.906853 -   1.1s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.921915 -   1.1s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.776203 -   1.1s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.872249 -   1.2s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.784628 -   1.2s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.741434 -   1.1s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.687750 -   1.1s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.710539 -   1.1s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.627348 -   1.0s
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.761418 -   1.0s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.740663 -   1.4s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.730083 -   1.2s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.583681 -   0.9s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.899703 -   1.2s
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.781163 -   0.9s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.871555 -   1.2s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.881356 -   1.3s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.855614 -   1.1s
+[CV] c1=0.24819385946875622, c2=0.052655886800089084 .................
+[CV]  c1=0.24819385946875622, c2=0.052655886800089084, score=0.740663 -   1.2s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.908205 -   1.2s
+[CV] c1=0.5994878159065081, c2=0.04116230984146705 ...................
+[CV]  c1=0.5994878159065081, c2=0.04116230984146705, score=0.710539 -   1.1s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.903565 -   1.0s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.928170 -   1.1s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.624124 -   1.1s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.710369 -   1.1s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.735607 -   1.2s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.632439 -   1.0s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.920970 -   1.1s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.698982 -   1.0s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.841822 -   1.1s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.848001 -   1.2s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.741527 -   1.0s
+[CV] c1=0.5713116669674538, c2=0.01054418037901807 ...................
+[CV]  c1=0.5713116669674538, c2=0.01054418037901807, score=0.883954 -   1.1s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.659056 -   1.1s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.704237 -   1.1s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.838429 -   1.2s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.697912 -   1.1s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.741434 -   1.1s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.788630 -   1.1s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.694090 -   1.2s
+[CV] c1=0.5994878159065081, c2=0.04116230984146705 ...................
+[CV]  c1=0.5994878159065081, c2=0.04116230984146705, score=0.761818 -   1.0s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.818617 -   1.2s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.899703 -   1.1s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.526041 -   1.0s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.592237 -   0.9s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.870763 -   1.1s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.816469 -   1.2s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.866790 -   1.2s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.843581 -   1.1s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.838429 -   1.5s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.899703 -   1.1s
+[CV] c1=0.38390254403775603, c2=0.019141773881786436 .................
+[CV]  c1=0.38390254403775603, c2=0.019141773881786436, score=0.570419 -   0.9s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.530341 -   0.9s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.674776 -   1.0s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.721334 -   1.2s
+[CV] c1=0.5994878159065081, c2=0.04116230984146705 ...................
+[CV]  c1=0.5994878159065081, c2=0.04116230984146705, score=0.753693 -   1.1s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.860755 -   1.2s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.852672 -   1.1s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.589307 -   0.8s
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.716266 -   0.9s
+[CV] c1=0.22716579831507944, c2=0.007171535474090697 .................
+[CV]  c1=0.22716579831507944, c2=0.007171535474090697, score=0.674776 -   1.3s
+[CV] c1=0.09651425305864975, c2=0.0039926239609599816 ................
+[CV]  c1=0.09651425305864975, c2=0.0039926239609599816, score=0.924594 -   1.4s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.847745 -   1.1s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.722890 -   1.2s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.848001 -   1.2s
+[CV] c1=0.5994878159065081, c2=0.04116230984146705 ...................
+[CV]  c1=0.5994878159065081, c2=0.04116230984146705, score=0.817004 -   1.3s
+[CV] c1=0.38390254403775603, c2=0.019141773881786436 .................
+[CV]  c1=0.38390254403775603, c2=0.019141773881786436, score=0.710539 -   1.1s
+[CV] c1=1.348060881200924, c2=0.05731692872510329 ....................
+[CV]  c1=1.348060881200924, c2=0.05731692872510329, score=0.606581 -   1.0s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.920970 -   0.9s
+[CV] c1=0.1126557712627844, c2=0.10045738310383956 ...................
+[CV]  c1=0.1126557712627844, c2=0.10045738310383956, score=0.713945 -   1.2s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.710539 -   1.1s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.578904 -   1.0s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.639214 -   1.2s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.935924 -   1.0s
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.899703 -   1.1s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.674776 -   1.3s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.784628 -   1.2s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.761165 -   1.1s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.796488 -   0.9s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.740663 -   1.2s
+[CV] c1=0.5994878159065081, c2=0.04116230984146705 ...................
+[CV]  c1=0.5994878159065081, c2=0.04116230984146705, score=0.917838 -   1.1s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.673541 -   1.2s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.605840 -   1.1s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.838429 -   1.1s
+[CV] c1=0.5461072593339137, c2=0.002561125547217938 ..................
+[CV]  c1=0.5461072593339137, c2=0.002561125547217938, score=0.728584 -   1.2s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.920970 -   1.3s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.720535 -   1.2s
+[CV] c1=1.348060881200924, c2=0.05731692872510329 ....................
+[CV]  c1=1.348060881200924, c2=0.05731692872510329, score=0.639214 -   1.1s
+[CV] c1=1.24594687727841, c2=0.044969845912413944 ....................
+[CV]  c1=1.24594687727841, c2=0.044969845912413944, score=0.648261 -   0.9s
+[CV] c1=0.1126557712627844, c2=0.10045738310383956 ...................
+[CV]  c1=0.1126557712627844, c2=0.10045738310383956, score=0.906853 -   1.2s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.555809 -   1.0s
+[CV] c1=0.38390254403775603, c2=0.019141773881786436 .................
+[CV]  c1=0.38390254403775603, c2=0.019141773881786436, score=0.899703 -   1.1s
+[CV] c1=1.348060881200924, c2=0.05731692872510329 ....................
+[CV]  c1=1.348060881200924, c2=0.05731692872510329, score=0.530341 -   0.9s
+[CV] c1=1.24594687727841, c2=0.044969845912413944 ....................
+[CV]  c1=1.24594687727841, c2=0.044969845912413944, score=0.639214 -   0.9s
+[CV] c1=0.1126557712627844, c2=0.10045738310383956 ...................
+[CV]  c1=0.1126557712627844, c2=0.10045738310383956, score=0.608719 -   1.0s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.866790 -   1.1s
+[CV] c1=0.38390254403775603, c2=0.019141773881786436 .................
+[CV]  c1=0.38390254403775603, c2=0.019141773881786436, score=0.883034 -   1.1s
+[CV] c1=1.348060881200924, c2=0.05731692872510329 ....................
+[CV]  c1=1.348060881200924, c2=0.05731692872510329, score=0.648261 -   1.4s
+[CV] c1=1.24594687727841, c2=0.044969845912413944 ....................
+[CV]  c1=1.24594687727841, c2=0.044969845912413944, score=0.541373 -   0.7s
+[CV] c1=0.20181412872449603, c2=0.1831099538162916 ...................
+[CV]  c1=0.20181412872449603, c2=0.1831099538162916, score=0.906294 -   1.1s
+[CV] c1=0.12349654401855631, c2=0.02271624803463124 ..................
+[CV]  c1=0.12349654401855631, c2=0.02271624803463124, score=0.906853 -   1.1s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.566256 -   1.0s
+[CV] c1=0.1550751527481274, c2=0.0018910637535844298 .................
+[CV]  c1=0.1550751527481274, c2=0.0018910637535844298, score=0.803761 -   1.2s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.727700 -   1.1s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.874934 -   1.1s
+[CV] c1=0.5994878159065081, c2=0.04116230984146705 ...................
+[CV]  c1=0.5994878159065081, c2=0.04116230984146705, score=0.656490 -   1.1s
+[CV] c1=0.9058341641460185, c2=0.007378307188927494 ..................
+[CV]  c1=0.9058341641460185, c2=0.007378307188927494, score=0.891760 -   1.1s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.616903 -   0.9s
+[CV] c1=1.0380596275637475, c2=0.18279171536318017 ...................
+[CV]  c1=1.0380596275637475, c2=0.18279171536318017, score=0.685536 -   1.1s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.753176 -   1.1s
+[CV] c1=0.5994878159065081, c2=0.04116230984146705 ...................
+[CV]  c1=0.5994878159065081, c2=0.04116230984146705, score=0.710303 -   1.2s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.899703 -   1.2s
+[CV] c1=1.348060881200924, c2=0.05731692872510329 ....................
+[CV]  c1=1.348060881200924, c2=0.05731692872510329, score=0.614746 -   1.1s
+[CV] c1=1.24594687727841, c2=0.044969845912413944 ....................
+[CV]  c1=1.24594687727841, c2=0.044969845912413944, score=0.616903 -   0.9s
+[CV] c1=0.1126557712627844, c2=0.10045738310383956 ...................
+[CV]  c1=0.1126557712627844, c2=0.10045738310383956, score=0.848001 -   1.2s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.852821 -   1.0s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.919762 -   1.1s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.680407 -   1.1s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.888529 -   1.1s
+[CV] c1=0.1126557712627844, c2=0.10045738310383956 ...................
+[CV]  c1=0.1126557712627844, c2=0.10045738310383956, score=0.680867 -   1.1s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.660012 -   1.0s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.848001 -   1.1s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.800487 -   1.1s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.740663 -   1.1s
+[CV] c1=0.1126557712627844, c2=0.10045738310383956 ...................
+[CV]  c1=0.1126557712627844, c2=0.10045738310383956, score=0.867013 -   1.2s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.784199 -   1.1s
+[CV] c1=0.38390254403775603, c2=0.019141773881786436 .................
+[CV]  c1=0.38390254403775603, c2=0.019141773881786436, score=0.679766 -   1.1s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.689868 -   1.1s
+[CV] c1=0.17443878436909793, c2=0.025545309300829405 .................
+[CV]  c1=0.17443878436909793, c2=0.025545309300829405, score=0.906853 -   1.0s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.899703 -   1.3s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.919762 -   1.1s
+[CV] c1=0.38390254403775603, c2=0.019141773881786436 .................
+[CV]  c1=0.38390254403775603, c2=0.019141773881786436, score=0.919762 -   1.1s
+[CV] c1=1.348060881200924, c2=0.05731692872510329 ....................
+[CV]  c1=1.348060881200924, c2=0.05731692872510329, score=0.689868 -   1.1s
+[CV] c1=1.24594687727841, c2=0.044969845912413944 ....................
+[CV]  c1=1.24594687727841, c2=0.044969845912413944, score=0.689868 -   0.8s
+[CV] c1=0.1126557712627844, c2=0.10045738310383956 ...................
+[CV]  c1=0.1126557712627844, c2=0.10045738310383956, score=0.775757 -   1.1s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.798294 -   1.1s
+[CV] c1=0.38390254403775603, c2=0.019141773881786436 .................
+[CV]  c1=0.38390254403775603, c2=0.019141773881786436, score=0.879383 -   1.2s
+[CV] c1=1.348060881200924, c2=0.05731692872510329 ....................
+[CV]  c1=1.348060881200924, c2=0.05731692872510329, score=0.573741 -   1.1s
+[CV] c1=1.24594687727841, c2=0.044969845912413944 ....................
+[CV]  c1=1.24594687727841, c2=0.044969845912413944, score=0.680407 -   0.8s
+[CV] c1=0.1126557712627844, c2=0.10045738310383956 ...................
+[CV]  c1=0.1126557712627844, c2=0.10045738310383956, score=0.845912 -   1.1s
+[CV] c1=0.5994878159065081, c2=0.04116230984146705 ...................
+[CV]  c1=0.5994878159065081, c2=0.04116230984146705, score=0.556324 -   0.9s
+[CV] c1=0.33745249047104287, c2=0.12028799387317968 ..................
+[CV]  c1=0.33745249047104287, c2=0.12028799387317968, score=0.715320 -   1.0s
+[CV] c1=1.395645503093999, c2=0.03913303306397459 ....................
+[CV]  c1=1.395645503093999, c2=0.03913303306397459, score=0.648261 -   1.4s
+[CV] c1=1.24594687727841, c2=0.044969845912413944 ....................
+[CV]  c1=1.24594687727841, c2=0.044969845912413944, score=0.816730 -   1.0s
+[CV] c1=0.1126557712627844, c2=0.10045738310383956 ...................
+[CV]  c1=0.1126557712627844, c2=0.10045738310383956, score=0.919762 -   1.1s
+[CV] c1=0.5000947711428705, c2=0.016584093219888196 ..................
+[CV]  c1=0.5000947711428705, c2=0.016584093219888196, score=0.768203 -   1.1s
+[CV] c1=0.38390254403775603, c2=0.019141773881786436 .................
+[CV]  c1=0.38390254403775603, c2=0.019141773881786436, score=0.866790 -   1.1s
+[CV] c1=1.348060881200924, c2=0.05731692872510329 ....................
+[CV]  c1=1.348060881200924, c2=0.05731692872510329, score=0.748264 -   1.1s
+[CV] c1=1.24594687727841, c2=0.044969845912413944 ....................
+[CV]  c1=1.24594687727841, c2=0.044969845912413944, score=0.624124 -   1.0s
+[CV] c1=0.27752606848750366, c2=0.036947033112907056 .................
+[CV]  c1=0.27752606848750366, c2=0.036947033112907056, score=0.920970 -   1.2s
+[CV] c1=0.5994878159065081, c2=0.04116230984146705 ...................
+[CV]  c1=0.5994878159065081, c2=0.04116230984146705, score=0.883954 -   1.2s
+[CV] c1=0.38390254403775603, c2=0.019141773881786436 .................
+[CV]  c1=0.38390254403775603, c2=0.019141773881786436, score=0.761418 -   1.1s
+[CV] c1=1.348060881200924, c2=0.05731692872510329 ....................
+[CV]  c1=1.348060881200924, c2=0.05731692872510329, score=0.800487 -   1.1s
+[CV] c1=1.24594687727841, c2=0.044969845912413944 ....................
+[CV]  c1=1.24594687727841, c2=0.044969845912413944, score=0.776399 -   1.0s
+Training done in: 7.289575s
+     Saving training model...
+        Saving training model done in: 0.015155s
+*********************************
+Prediction done in: 0.026515s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: False False
+Report file: _v2
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003629s
+-------------------------------- FEATURES --------------------------------
+--------------------------Features Training ---------------------------
+           0   1
+0      lemma   1
+1     postag  CD
+2   -1:lemma  pq
+3  -1:postag  NN
+--------------------------- FeaturesTest -----------------------------
+           0          1
+0      lemma  delta-fnr
+1     postag         NN
+2   -1:lemma          _
+3  -1:postag         NN
+4   +1:lemma          _
+5  +1:postag         CD
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.659121 -   1.0s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.721334 -   1.2s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.656490 -   1.1s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.632439 -   1.1s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.720311 -   1.2s
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.573418 -   0.9s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.674776 -   1.1s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.721334 -   1.2s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.715320 -   1.2s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.647203 -   1.2s
+[CV] c1=0.07184657725057575, c2=0.06305366522004678 ..................
+[CV]  c1=0.07184657725057575, c2=0.06305366522004678, score=0.920970 -   1.1s
+[CV] c1=0.006393182611656157, c2=0.021090760536671197 ................
+[CV]  c1=0.006393182611656157, c2=0.021090760536671197, score=0.647203 -   1.2s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.745362 -   1.1s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.654823 -   1.0s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.919762 -   1.1s
+[CV] c1=0.07184657725057575, c2=0.06305366522004678 ..................
+[CV]  c1=0.07184657725057575, c2=0.06305366522004678, score=0.660510 -   1.1s
+[CV] c1=0.006393182611656157, c2=0.021090760536671197 ................
+[CV]  c1=0.006393182611656157, c2=0.021090760536671197, score=0.867500 -   1.1s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.699610 -   1.2s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.720311 -   1.2s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.564072 -   1.0s
+[CV] c1=0.07184657725057575, c2=0.06305366522004678 ..................
+[CV]  c1=0.07184657725057575, c2=0.06305366522004678, score=0.607039 -   0.8s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.865590 -   1.1s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.841313 -   1.2s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.919762 -   1.1s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.775757 -   1.2s
+[CV] c1=0.1483614516251027, c2=0.06633729885192889 ...................
+[CV]  c1=0.1483614516251027, c2=0.06633729885192889, score=0.654823 -   1.1s
+[CV] c1=0.014516456694382724, c2=0.020326963729101803 ................
+[CV]  c1=0.014516456694382724, c2=0.020326963729101803, score=0.935386 -   1.1s
+[CV] c1=0.17342748153476484, c2=0.03315662632542101 ..................
+[CV]  c1=0.17342748153476484, c2=0.03315662632542101, score=0.647062 -   1.0s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.906853 -   1.1s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.568556 -   1.1s
+[CV] c1=0.1483614516251027, c2=0.06633729885192889 ...................
+[CV]  c1=0.1483614516251027, c2=0.06633729885192889, score=0.848001 -   1.2s
+[CV] c1=0.8749871337656958, c2=0.10465716037380113 ...................
+[CV]  c1=0.8749871337656958, c2=0.10465716037380113, score=0.812515 -   1.1s
+[CV] c1=0.8748278310570387, c2=0.16014963439323648 ...................
+[CV]  c1=0.8748278310570387, c2=0.16014963439323648, score=0.787287 -   1.1s
+[CV] c1=0.026281073826085702, c2=0.11845123072490214 .................
+[CV]  c1=0.026281073826085702, c2=0.11845123072490214, score=0.875991 -   0.9s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.660504 -   1.1s
+[CV] c1=0.5898209423957529, c2=0.01037034945739547 ...................
+[CV]  c1=0.5898209423957529, c2=0.01037034945739547, score=0.656490 -   1.2s
+[CV] c1=0.014516456694382724, c2=0.020326963729101803 ................
+[CV]  c1=0.014516456694382724, c2=0.020326963729101803, score=0.867500 -   1.1s
+[CV] c1=0.17342748153476484, c2=0.03315662632542101 ..................
+[CV]  c1=0.17342748153476484, c2=0.03315662632542101, score=0.674776 -   1.1s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.919762 -   1.2s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.521206 -   0.9s
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.794740 -   1.1s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.920970 -   1.1s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.899703 -   1.3s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.660510 -   1.1s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.596309 -   1.1s
+[CV] c1=0.07184657725057575, c2=0.06305366522004678 ..................
+[CV]  c1=0.07184657725057575, c2=0.06305366522004678, score=0.720311 -   1.2s
+[CV] c1=0.006393182611656157, c2=0.021090760536671197 ................
+[CV]  c1=0.006393182611656157, c2=0.021090760536671197, score=0.866790 -   1.2s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.642260 -   1.2s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.603251 -   1.0s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.614085 -   1.2s
+[CV] c1=0.5898209423957529, c2=0.01037034945739547 ...................
+[CV]  c1=0.5898209423957529, c2=0.01037034945739547, score=0.548511 -   0.9s
+[CV] c1=0.006393182611656157, c2=0.021090760536671197 ................
+[CV]  c1=0.006393182611656157, c2=0.021090760536671197, score=0.727470 -   1.1s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.630985 -   1.0s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.860755 -   1.1s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.877650 -   1.2s
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.704452 -   1.2s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.593824 -   1.0s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.776926 -   1.2s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.590947 -   1.0s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.866790 -   1.3s
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.725767 -   1.1s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.739346 -   1.2s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.557148 -   1.0s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.848001 -   1.3s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.615427 -   1.2s
+[CV] c1=0.07184657725057575, c2=0.06305366522004678 ..................
+[CV]  c1=0.07184657725057575, c2=0.06305366522004678, score=0.877650 -   1.2s
+[CV] c1=0.006393182611656157, c2=0.021090760536671197 ................
+[CV]  c1=0.006393182611656157, c2=0.021090760536671197, score=0.603356 -   1.0s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.802426 -   1.2s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.864349 -   1.1s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.785069 -   1.1s
+[CV] c1=0.07184657725057575, c2=0.06305366522004678 ..................
+[CV]  c1=0.07184657725057575, c2=0.06305366522004678, score=0.652192 -   0.9s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.848001 -   1.2s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.874700 -   1.2s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.854423 -   1.1s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.840539 -   1.3s
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.694072 -   1.0s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.814619 -   1.2s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.852821 -   1.2s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.724007 -   1.1s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.740663 -   1.2s
+[CV] c1=0.07184657725057575, c2=0.06305366522004678 ..................
+[CV]  c1=0.07184657725057575, c2=0.06305366522004678, score=0.906853 -   1.1s
+[CV] c1=0.006393182611656157, c2=0.021090760536671197 ................
+[CV]  c1=0.006393182611656157, c2=0.021090760536671197, score=0.752792 -   1.2s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.565690 -   1.0s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.881938 -   1.2s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.689296 -   1.1s
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.737619 -   1.1s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.740663 -   1.1s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.761418 -   1.2s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.750132 -   1.2s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.643620 -   1.2s
+[CV] c1=0.1483614516251027, c2=0.06633729885192889 ...................
+[CV]  c1=0.1483614516251027, c2=0.06633729885192889, score=0.919762 -   1.3s
+[CV] c1=0.8749871337656958, c2=0.10465716037380113 ...................
+[CV]  c1=0.8749871337656958, c2=0.10465716037380113, score=0.558164 -   1.0s
+[CV] c1=0.8748278310570387, c2=0.16014963439323648 ...................
+[CV]  c1=0.8748278310570387, c2=0.16014963439323648, score=0.609849 -   1.1s
+[CV] c1=0.026281073826085702, c2=0.11845123072490214 .................
+[CV]  c1=0.026281073826085702, c2=0.11845123072490214, score=0.608719 -   0.9s
+[CV] c1=1.8472687447020986, c2=0.04257730516940555 ...................
+[CV]  c1=1.8472687447020986, c2=0.04257730516940555, score=0.781637 -   1.1s
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.878327 -   1.1s
+[CV] c1=0.16006119829799537, c2=0.019860752797724687 .................
+[CV]  c1=0.16006119829799537, c2=0.019860752797724687, score=0.906853 -   1.1s
+[CV] c1=0.4473078179611142, c2=0.031890587207333114 ..................
+[CV]  c1=0.4473078179611142, c2=0.031890587207333114, score=0.919762 -   1.1s
+[CV] c1=0.24874618699414613, c2=0.11465004865259165 ..................
+[CV]  c1=0.24874618699414613, c2=0.11465004865259165, score=0.899703 -   1.1s
+[CV] c1=0.08079651514556553, c2=0.07338414365364293 ..................
+[CV]  c1=0.08079651514556553, c2=0.07338414365364293, score=0.906853 -   1.3s
+[CV] c1=0.5898209423957529, c2=0.01037034945739547 ...................
+[CV]  c1=0.5898209423957529, c2=0.01037034945739547, score=0.905489 -   1.2s
+[CV] c1=0.8749871337656958, c2=0.10465716037380113 ...................
+[CV]  c1=0.8749871337656958, c2=0.10465716037380113, score=0.624832 -   1.0s
+[CV] c1=0.17342748153476484, c2=0.03315662632542101 ..................
+[CV]  c1=0.17342748153476484, c2=0.03315662632542101, score=0.713945 -   1.1s
+[CV] c1=0.026281073826085702, c2=0.11845123072490214 .................
+[CV]  c1=0.026281073826085702, c2=0.11845123072490214, score=0.654823 -   1.1s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.654823 -   1.1s
+[CV] c1=0.07184657725057575, c2=0.06305366522004678 ..................
+[CV]  c1=0.07184657725057575, c2=0.06305366522004678, score=0.866790 -   1.2s
+[CV] c1=0.006393182611656157, c2=0.021090760536671197 ................
+[CV]  c1=0.006393182611656157, c2=0.021090760536671197, score=0.906853 -   1.2s
+[CV] c1=0.17342748153476484, c2=0.03315662632542101 ..................
+[CV]  c1=0.17342748153476484, c2=0.03315662632542101, score=0.876920 -   1.1s
+[CV] c1=0.026281073826085702, c2=0.11845123072490214 .................
+[CV]  c1=0.026281073826085702, c2=0.11845123072490214, score=0.840539 -   1.3s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.607039 -   0.9s
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.852044 -   1.3s
+[CV] c1=0.006393182611656157, c2=0.021090760536671197 ................
+[CV]  c1=0.006393182611656157, c2=0.021090760536671197, score=0.760431 -   1.1s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.875991 -   1.1s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.731639 -   1.3s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.866790 -   1.1s
+[CV] c1=0.1483614516251027, c2=0.06633729885192889 ...................
+[CV]  c1=0.1483614516251027, c2=0.06633729885192889, score=0.720311 -   1.2s
+[CV] c1=0.014516456694382724, c2=0.020326963729101803 ................
+[CV]  c1=0.014516456694382724, c2=0.020326963729101803, score=0.608985 -   0.9s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.834063 -   1.2s
+[CV] c1=0.09369139763074265, c2=0.07537173130694604 ..................
+[CV]  c1=0.09369139763074265, c2=0.07537173130694604, score=0.848001 -   1.2s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.720311 -   1.1s
+[CV] c1=0.1483614516251027, c2=0.06633729885192889 ...................
+[CV]  c1=0.1483614516251027, c2=0.06633729885192889, score=0.881938 -   1.2s
+[CV] c1=0.8749871337656958, c2=0.10465716037380113 ...................
+[CV]  c1=0.8749871337656958, c2=0.10465716037380113, score=0.815463 -   1.2s
+[CV] c1=0.8748278310570387, c2=0.16014963439323648 ...................
+[CV]  c1=0.8748278310570387, c2=0.16014963439323648, score=0.564654 -   0.9s
+[CV] c1=0.23466274005583443, c2=0.14468669456987662 ..................
+[CV]  c1=0.23466274005583443, c2=0.14468669456987662, score=0.707931 -   1.1s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.906853 -   1.0s
+[CV] c1=0.5898209423957529, c2=0.01037034945739547 ...................
+[CV]  c1=0.5898209423957529, c2=0.01037034945739547, score=0.883954 -   1.2s
+[CV] c1=0.014516456694382724, c2=0.020326963729101803 ................
+[CV]  c1=0.014516456694382724, c2=0.020326963729101803, score=0.897401 -   1.1s
+[CV] c1=0.17342748153476484, c2=0.03315662632542101 ..................
+[CV]  c1=0.17342748153476484, c2=0.03315662632542101, score=0.920970 -   1.2s
+[CV] c1=0.026281073826085702, c2=0.11845123072490214 .................
+[CV]  c1=0.026281073826085702, c2=0.11845123072490214, score=0.906853 -   1.1s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.680867 -   1.1s
+[CV] c1=0.7577102413636053, c2=0.053324799785666135 ..................
+[CV]  c1=0.7577102413636053, c2=0.053324799785666135, score=0.912680 -   1.3s
+[CV] c1=0.006393182611656157, c2=0.021090760536671197 ................
+[CV]  c1=0.006393182611656157, c2=0.021090760536671197, score=0.902145 -   1.1s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.868803 -   1.2s
+[CV] c1=0.026281073826085702, c2=0.11845123072490214 .................
+[CV]  c1=0.026281073826085702, c2=0.11845123072490214, score=0.848001 -   1.2s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.775757 -   1.0s
+[CV] c1=0.1483614516251027, c2=0.06633729885192889 ...................
+[CV]  c1=0.1483614516251027, c2=0.06633729885192889, score=0.779725 -   1.1s
+[CV] c1=0.8749871337656958, c2=0.10465716037380113 ...................
+[CV]  c1=0.8749871337656958, c2=0.10465716037380113, score=0.691841 -   1.2s
+[CV] c1=0.8748278310570387, c2=0.16014963439323648 ...................
+[CV]  c1=0.8748278310570387, c2=0.16014963439323648, score=0.815463 -   1.1s
+[CV] c1=0.23466274005583443, c2=0.14468669456987662 ..................
+[CV]  c1=0.23466274005583443, c2=0.14468669456987662, score=0.724198 -   1.0s
+[CV] c1=0.3233518999667819, c2=0.029859516013558064 ..................
+[CV]  c1=0.3233518999667819, c2=0.029859516013558064, score=0.721334 -   0.9s
+[CV] c1=0.5898209423957529, c2=0.01037034945739547 ...................
+[CV]  c1=0.5898209423957529, c2=0.01037034945739547, score=0.718465 -   1.2s
+[CV] c1=0.014516456694382724, c2=0.020326963729101803 ................
+[CV]  c1=0.014516456694382724, c2=0.020326963729101803, score=0.741434 -   1.1s
+[CV] c1=0.8748278310570387, c2=0.16014963439323648 ...................
+[CV]  c1=0.8748278310570387, c2=0.16014963439323648, score=0.653248 -   1.2s
+[CV] c1=0.23466274005583443, c2=0.14468669456987662 ..................
+[CV]  c1=0.23466274005583443, c2=0.14468669456987662, score=0.632439 -   1.0s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.887557 -   1.1s
+[CV] c1=0.5898209423957529, c2=0.01037034945739547 ...................
+[CV]  c1=0.5898209423957529, c2=0.01037034945739547, score=0.753693 -   1.1s
+[CV] c1=0.014516456694382724, c2=0.020326963729101803 ................
+[CV]  c1=0.014516456694382724, c2=0.020326963729101803, score=0.654823 -   1.0s
+[CV] c1=0.2962778461664418, c2=0.28403918392921157 ...................
+[CV]  c1=0.2962778461664418, c2=0.28403918392921157, score=0.717219 -   1.3s
+[CV] c1=0.026281073826085702, c2=0.11845123072490214 .................
+[CV]  c1=0.026281073826085702, c2=0.11845123072490214, score=0.720311 -   1.2s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.840539 -   1.2s
+[CV] c1=0.1483614516251027, c2=0.06633729885192889 ...................
+[CV]  c1=0.1483614516251027, c2=0.06633729885192889, score=0.660510 -   1.1s
+[CV] c1=0.014516456694382724, c2=0.020326963729101803 ................
+[CV]  c1=0.014516456694382724, c2=0.020326963729101803, score=0.923613 -   1.1s
+[CV] c1=0.17342748153476484, c2=0.03315662632542101 ..................
+[CV]  c1=0.17342748153476484, c2=0.03315662632542101, score=0.906853 -   1.1s
+[CV] c1=0.026281073826085702, c2=0.11845123072490214 .................
+[CV]  c1=0.026281073826085702, c2=0.11845123072490214, score=0.775757 -   1.2s
+[CV] c1=0.02968662156028001, c2=0.12184278879734725 ..................
+[CV]  c1=0.02968662156028001, c2=0.12184278879734725, score=0.875991 -   1.0s
+[CV] c1=0.1483614516251027, c2=0.06633729885192889 ...................
+[CV]  c1=0.1483614516251027, c2=0.06633729885192889, score=0.906853 -   1.3s
+[CV] c1=0.8749871337656958, c2=0.10465716037380113 ...................
+[CV]  c1=0.8749871337656958, c2=0.10465716037380113, score=0.852672 -   1.1s
+[CV] c1=0.8748278310570387, c2=0.16014963439323648 ...................
+[CV]  c1=0.8748278310570387, c2=0.16014963439323648, score=0.843581 -   1.0s
+[CV] c1=0.23466274005583443, c2=0.14468669456987662 ..................
+[CV]  c1=0.23466274005583443, c2=0.14468669456987662, score=0.694090 -   1.1s
+[CV] c1=0.3233518999667819, c2=0.029859516013558064 ..................
+[CV]  c1=0.3233518999667819, c2=0.029859516013558064, score=0.679766 -   1.0s
+[CV] c1=0.1483614516251027, c2=0.06633729885192889 ...................
+[CV]  c1=0.1483614516251027, c2=0.06633729885192889, score=0.603251 -   1.0s
+[CV] c1=0.8749871337656958, c2=0.10465716037380113 ...................
+[CV]  c1=0.8749871337656958, c2=0.10465716037380113, score=0.691890 -   1.2s
+[CV] c1=0.8748278310570387, c2=0.16014963439323648 ...................
+[CV]  c1=0.8748278310570387, c2=0.16014963439323648, score=0.624124 -   1.2s
+[CV] c1=0.23466274005583443, c2=0.14468669456987662 ..................
+[CV]  c1=0.23466274005583443, c2=0.14468669456987662, score=0.919762 -   1.4s
+[CV] c1=0.3233518999667819, c2=0.029859516013558064 ..................
+[CV]  c1=0.3233518999667819, c2=0.029859516013558064, score=0.580556 -   0.7s
+[CV] c1=0.5898209423957529, c2=0.01037034945739547 ...................
+[CV]  c1=0.5898209423957529, c2=0.01037034945739547, score=0.852821 -   1.2s
+[CV] c1=0.014516456694382724, c2=0.020326963729101803 ................
+[CV]  c1=0.014516456694382724, c2=0.020326963729101803, score=0.760431 -   1.1s
+[CV] c1=0.17342748153476484, c2=0.03315662632542101 ..................
+[CV]  c1=0.17342748153476484, c2=0.03315662632542101, score=0.740663 -   1.1s
+[CV] c1=0.026281073826085702, c2=0.11845123072490214 .................
+[CV]  c1=0.026281073826085702, c2=0.11845123072490214, score=0.887557 -   1.3s
+[CV] c1=0.3233518999667819, c2=0.029859516013558064 ..................
+[CV]  c1=0.3233518999667819, c2=0.029859516013558064, score=0.872249 -   0.9s
+[CV] c1=0.5898209423957529, c2=0.01037034945739547 ...................
+[CV]  c1=0.5898209423957529, c2=0.01037034945739547, score=0.708877 -   1.2s
+[CV] c1=0.014516456694382724, c2=0.020326963729101803 ................
+[CV]  c1=0.014516456694382724, c2=0.020326963729101803, score=0.866790 -   1.1s
+[CV] c1=0.17342748153476484, c2=0.03315662632542101 ..................
+[CV]  c1=0.17342748153476484, c2=0.03315662632542101, score=0.783313 -   1.3s
+[CV] c1=0.23466274005583443, c2=0.14468669456987662 ..................
+[CV]  c1=0.23466274005583443, c2=0.14468669456987662, score=0.848001 -   1.2s
+[CV] c1=0.3233518999667819, c2=0.029859516013558064 ..................
+[CV]  c1=0.3233518999667819, c2=0.029859516013558064, score=0.867217 -   1.0s
+Training done in: 7.447655s
+     Saving training model...
+        Saving training model done in: 0.014152s
+*********************************
+Prediction done in: 0.025248s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: True False
+Report file: _v9
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003666s
+{'lemma': 'δsoxs', 'postag': 'NN', '+1:lemma': 'pq', '+1:postag': 'NN'}
+{'lemma': 'affyexp', 'postag': 'JJ', '+1:lemma': '_', '+1:postag': 'NN'}
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.656999 -   1.0s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.549071 -   0.9s
+[CV] c1=0.7463567881969966, c2=0.010504031522292094 ..................
+[CV]  c1=0.7463567881969966, c2=0.010504031522292094, score=0.559946 -   0.9s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.840539 -   1.1s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.660012 -   1.2s
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.826261 -   0.8s
+[CV] c1=0.22656149469246054, c2=0.06475330717049832 ..................
+[CV]  c1=0.22656149469246054, c2=0.06475330717049832, score=0.919762 -   1.0s
+[CV] c1=0.7463567881969966, c2=0.010504031522292094 ..................
+[CV]  c1=0.7463567881969966, c2=0.010504031522292094, score=0.761818 -   1.1s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.848001 -   1.2s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.761418 -   1.1s
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.716676 -   0.9s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.670684 -   1.1s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.872399 -   1.1s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.743125 -   1.1s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.838429 -   1.0s
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.641040 -   0.9s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.704277 -   1.0s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.694072 -   1.2s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.694072 -   1.2s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.679766 -   1.1s
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.787287 -   0.8s
+[CV] c1=0.22656149469246054, c2=0.06475330717049832 ..................
+[CV]  c1=0.22656149469246054, c2=0.06475330717049832, score=0.724007 -   1.1s
+[CV] c1=0.7463567881969966, c2=0.010504031522292094 ..................
+[CV]  c1=0.7463567881969966, c2=0.010504031522292094, score=0.719596 -   1.2s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.919762 -   1.0s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.852821 -   1.2s
+[CV] c1=0.37276009448707553, c2=0.08055336693981598 ..................
+[CV]  c1=0.37276009448707553, c2=0.08055336693981598, score=0.566523 -   1.1s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.704866 -   1.2s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.576589 -   1.0s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.666440 -   1.0s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.721334 -   1.3s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.761818 -   1.0s
+[CV] c1=0.22656149469246054, c2=0.06475330717049832 ..................
+[CV]  c1=0.22656149469246054, c2=0.06475330717049832, score=0.660510 -   1.2s
+[CV] c1=0.7463567881969966, c2=0.010504031522292094 ..................
+[CV]  c1=0.7463567881969966, c2=0.010504031522292094, score=0.891760 -   1.2s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.607039 -   0.9s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.848001 -   1.3s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.852821 -   1.1s
+[CV] c1=0.22656149469246054, c2=0.06475330717049832 ..................
+[CV]  c1=0.22656149469246054, c2=0.06475330717049832, score=0.592237 -   1.0s
+[CV] c1=0.7463567881969966, c2=0.010504031522292094 ..................
+[CV]  c1=0.7463567881969966, c2=0.010504031522292094, score=0.843338 -   1.2s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.718941 -   1.2s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.899703 -   1.3s
+[CV] c1=0.37276009448707553, c2=0.08055336693981598 ..................
+[CV]  c1=0.37276009448707553, c2=0.08055336693981598, score=0.848001 -   1.0s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.787287 -   1.1s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.739174 -   1.3s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.753693 -   1.1s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.848001 -   1.1s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.760479 -   1.1s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.606581 -   1.1s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.661884 -   1.2s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.855614 -   1.2s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.876920 -   1.0s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.740663 -   1.2s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.797002 -   1.2s
+[CV] c1=0.6168211659220036, c2=0.006845272732197598 ..................
+[CV]  c1=0.6168211659220036, c2=0.006845272732197598, score=0.883954 -   1.2s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.716266 -   1.3s
+[CV] c1=0.37276009448707553, c2=0.08055336693981598 ..................
+[CV]  c1=0.37276009448707553, c2=0.08055336693981598, score=0.858883 -   0.7s
+[CV] c1=0.22656149469246054, c2=0.06475330717049832 ..................
+[CV]  c1=0.22656149469246054, c2=0.06475330717049832, score=0.721334 -   1.2s
+[CV] c1=0.7463567881969966, c2=0.010504031522292094 ..................
+[CV]  c1=0.7463567881969966, c2=0.010504031522292094, score=0.693442 -   1.1s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.720311 -   1.2s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.874700 -   1.2s
+[CV] c1=0.37276009448707553, c2=0.08055336693981598 ..................
+[CV]  c1=0.37276009448707553, c2=0.08055336693981598, score=0.899703 -   1.5s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.571166 -   0.9s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.935386 -   1.2s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.586182 -   0.9s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.581925 -   0.9s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.912680 -   0.9s
+[CV] c1=0.22656149469246054, c2=0.06475330717049832 ..................
+[CV]  c1=0.22656149469246054, c2=0.06475330717049832, score=0.872249 -   1.2s
+[CV] c1=0.7463567881969966, c2=0.010504031522292094 ..................
+[CV]  c1=0.7463567881969966, c2=0.010504031522292094, score=0.903565 -   1.2s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.906853 -   1.1s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.561061 -   1.1s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.794740 -   0.9s
+[CV] c1=0.22656149469246054, c2=0.06475330717049832 ..................
+[CV]  c1=0.22656149469246054, c2=0.06475330717049832, score=0.869740 -   1.3s
+[CV] c1=0.7463567881969966, c2=0.010504031522292094 ..................
+[CV]  c1=0.7463567881969966, c2=0.010504031522292094, score=0.753693 -   1.1s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.766835 -   1.2s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.920970 -   1.1s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.906853 -   1.4s
+[CV] c1=0.7463567881969966, c2=0.010504031522292094 ..................
+[CV]  c1=0.7463567881969966, c2=0.010504031522292094, score=0.852821 -   1.1s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.887557 -   1.2s
+[CV] c1=0.48395276763378503, c2=0.022365459591399905 .................
+[CV]  c1=0.48395276763378503, c2=0.022365459591399905, score=0.729308 -   1.1s
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.870586 -   1.2s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.883954 -   1.1s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.932448 -   1.1s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.879383 -   1.1s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.748850 -   0.9s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.843407 -   1.3s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.787287 -   1.2s
+[CV] c1=0.6168211659220036, c2=0.006845272732197598 ..................
+[CV]  c1=0.6168211659220036, c2=0.006845272732197598, score=0.753693 -   1.0s
+[CV] c1=0.9988969075737604, c2=0.006345198146357405 ..................
+[CV]  c1=0.9988969075737604, c2=0.006345198146357405, score=0.721192 -   1.1s
+[CV] c1=2.243122699972053, c2=0.02408920842785463 ....................
+[CV]  c1=2.243122699972053, c2=0.02408920842785463, score=0.590583 -   0.8s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.593824 -   0.9s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.653248 -   1.1s
+[CV] c1=0.6168211659220036, c2=0.006845272732197598 ..................
+[CV]  c1=0.6168211659220036, c2=0.006845272732197598, score=0.666440 -   1.0s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.848001 -   1.1s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.866790 -   0.9s
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.686713 -   1.0s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.761818 -   1.2s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.727470 -   1.1s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.719596 -   1.2s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.679766 -   1.0s
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.688946 -   1.0s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.860755 -   1.3s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.906853 -   1.1s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.674776 -   1.0s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.920970 -   1.2s
+[CV] c1=0.37276009448707553, c2=0.08055336693981598 ..................
+[CV]  c1=0.37276009448707553, c2=0.08055336693981598, score=0.715320 -   1.2s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.656490 -   1.1s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.912680 -   1.1s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.852821 -   1.1s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.740663 -   1.2s
+[CV] c1=0.37276009448707553, c2=0.08055336693981598 ..................
+[CV]  c1=0.37276009448707553, c2=0.08055336693981598, score=0.919762 -   1.1s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.682045 -   1.1s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.716313 -   1.2s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.899703 -   1.1s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.592237 -   0.9s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.674776 -   1.3s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.624832 -   1.0s
+[CV] c1=0.6168211659220036, c2=0.006845272732197598 ..................
+[CV]  c1=0.6168211659220036, c2=0.006845272732197598, score=0.704526 -   1.2s
+[CV] c1=0.9988969075737604, c2=0.006345198146357405 ..................
+[CV]  c1=0.9988969075737604, c2=0.006345198146357405, score=0.656999 -   1.0s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.742853 -   1.0s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.656490 -   1.1s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.678288 -   1.2s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.737619 -   1.3s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.548511 -   1.1s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.906853 -   1.2s
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.584074 -   0.9s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.673541 -   1.1s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.852146 -   1.1s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.883954 -   1.2s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.724515 -   1.1s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.571166 -   1.0s
+[CV] c1=0.22656149469246054, c2=0.06475330717049832 ..................
+[CV]  c1=0.22656149469246054, c2=0.06475330717049832, score=0.899703 -   1.2s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.817004 -   1.3s
+[CV] c1=0.6765797517220264, c2=0.007434912899378703 ..................
+[CV]  c1=0.6765797517220264, c2=0.007434912899378703, score=0.903565 -   1.1s
+[CV] c1=0.20078106949479455, c2=0.023670407350363146 .................
+[CV]  c1=0.20078106949479455, c2=0.023670407350363146, score=0.796488 -   1.3s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.713917 -   1.2s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.776399 -   1.2s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.695544 -   1.3s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.710539 -   1.2s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.843407 -   1.1s
+[CV] c1=1.00966870162731, c2=0.025958556376657574 ....................
+[CV]  c1=1.00966870162731, c2=0.025958556376657574, score=0.678696 -   1.1s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.912680 -   1.2s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.649105 -   1.1s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.851740 -   1.1s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.924594 -   1.1s
+[CV] c1=0.37276009448707553, c2=0.08055336693981598 ..................
+[CV]  c1=0.37276009448707553, c2=0.08055336693981598, score=0.717253 -   1.1s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.852672 -   1.3s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.741434 -   1.2s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.911855 -   1.1s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.906853 -   1.0s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.848001 -   1.4s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.698982 -   1.2s
+[CV] c1=0.6168211659220036, c2=0.006845272732197598 ..................
+[CV]  c1=0.6168211659220036, c2=0.006845272732197598, score=0.547996 -   0.9s
+[CV] c1=0.9988969075737604, c2=0.006345198146357405 ..................
+[CV]  c1=0.9988969075737604, c2=0.006345198146357405, score=0.716676 -   1.1s
+[CV] c1=2.243122699972053, c2=0.02408920842785463 ....................
+[CV]  c1=2.243122699972053, c2=0.02408920842785463, score=0.559475 -   0.9s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.715320 -   1.3s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.698982 -   1.2s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.679766 -   1.2s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.766379 -   1.1s
+[CV] c1=0.10973444640225576, c2=0.010828669158530741 .................
+[CV]  c1=0.10973444640225576, c2=0.010828669158530741, score=0.920970 -   1.1s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.800678 -   1.2s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.624124 -   1.1s
+[CV] c1=0.6168211659220036, c2=0.006845272732197598 ..................
+[CV]  c1=0.6168211659220036, c2=0.006845272732197598, score=0.857493 -   1.2s
+[CV] c1=0.9988969075737604, c2=0.006345198146357405 ..................
+[CV]  c1=0.9988969075737604, c2=0.006345198146357405, score=0.701526 -   1.1s
+[CV] c1=2.243122699972053, c2=0.02408920842785463 ....................
+[CV]  c1=2.243122699972053, c2=0.02408920842785463, score=0.596309 -   0.9s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.920970 -   1.2s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.691841 -   1.1s
+[CV] c1=0.6168211659220036, c2=0.006845272732197598 ..................
+[CV]  c1=0.6168211659220036, c2=0.006845272732197598, score=0.778347 -   1.2s
+[CV] c1=0.9988969075737604, c2=0.006345198146357405 ..................
+[CV]  c1=0.9988969075737604, c2=0.006345198146357405, score=0.566256 -   1.0s
+[CV] c1=2.243122699972053, c2=0.02408920842785463 ....................
+[CV]  c1=2.243122699972053, c2=0.02408920842785463, score=0.773116 -   0.9s
+[CV] c1=0.37276009448707553, c2=0.08055336693981598 ..................
+[CV]  c1=0.37276009448707553, c2=0.08055336693981598, score=0.632439 -   0.7s
+[CV] c1=0.22656149469246054, c2=0.06475330717049832 ..................
+[CV]  c1=0.22656149469246054, c2=0.06475330717049832, score=0.652192 -   1.0s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.852672 -   1.2s
+[CV] c1=0.06766924551335582, c2=0.05664528713448661 ..................
+[CV]  c1=0.06766924551335582, c2=0.05664528713448661, score=0.654823 -   1.0s
+[CV] c1=0.9988969075737604, c2=0.006345198146357405 ..................
+[CV]  c1=0.9988969075737604, c2=0.006345198146357405, score=0.836651 -   1.1s
+[CV] c1=2.243122699972053, c2=0.02408920842785463 ....................
+[CV]  c1=2.243122699972053, c2=0.02408920842785463, score=0.588339 -   0.9s
+[CV] c1=0.37276009448707553, c2=0.08055336693981598 ..................
+[CV]  c1=0.37276009448707553, c2=0.08055336693981598, score=0.748070 -   1.1s
+[CV] c1=0.6326902790510075, c2=0.060383400796135134 ..................
+[CV]  c1=0.6326902790510075, c2=0.060383400796135134, score=0.794740 -   1.2s
+[CV] c1=0.016463867524667154, c2=0.009787977090088149 ................
+[CV]  c1=0.016463867524667154, c2=0.009787977090088149, score=0.866790 -   1.3s
+[CV] c1=0.9988969075737604, c2=0.006345198146357405 ..................
+[CV]  c1=0.9988969075737604, c2=0.006345198146357405, score=0.687750 -   1.4s
+[CV] c1=2.243122699972053, c2=0.02408920842785463 ....................
+[CV]  c1=2.243122699972053, c2=0.02408920842785463, score=0.512837 -   0.7s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.876920 -   1.4s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.564654 -   0.9s
+[CV] c1=0.6168211659220036, c2=0.006845272732197598 ..................
+[CV]  c1=0.6168211659220036, c2=0.006845272732197598, score=0.843338 -   1.1s
+[CV] c1=0.9988969075737604, c2=0.006345198146357405 ..................
+[CV]  c1=0.9988969075737604, c2=0.006345198146357405, score=0.856715 -   1.2s
+[CV] c1=2.243122699972053, c2=0.02408920842785463 ....................
+[CV]  c1=2.243122699972053, c2=0.02408920842785463, score=0.657444 -   0.9s
+[CV] c1=0.6395797105929565, c2=0.0461197515046378 ....................
+[CV]  c1=0.6395797105929565, c2=0.0461197515046378, score=0.883954 -   1.2s
+[CV] c1=1.168847855695387, c2=0.054074754440257625 ...................
+[CV]  c1=1.168847855695387, c2=0.054074754440257625, score=0.686713 -   1.2s
+[CV] c1=0.7823077481969921, c2=0.03404532137185433 ...................
+[CV]  c1=0.7823077481969921, c2=0.03404532137185433, score=0.891760 -   1.3s
+[CV] c1=0.2837138419533594, c2=0.009966189901122134 ..................
+[CV]  c1=0.2837138419533594, c2=0.009966189901122134, score=0.740663 -   1.3s
+[CV] c1=2.243122699972053, c2=0.02408920842785463 ....................
+[CV]  c1=2.243122699972053, c2=0.02408920842785463, score=0.580569 -   1.0s
+[CV] c1=0.16888346085657382, c2=0.02208269716963201 ..................
+[CV]  c1=0.16888346085657382, c2=0.02208269716963201, score=0.713945 -   1.3s
+[CV] c1=0.8607518495035315, c2=0.15862627698471804 ...................
+[CV]  c1=0.8607518495035315, c2=0.15862627698471804, score=0.654029 -   1.1s
+[CV] c1=0.6168211659220036, c2=0.006845272732197598 ..................
+[CV]  c1=0.6168211659220036, c2=0.006845272732197598, score=0.761818 -   1.2s
+[CV] c1=0.9988969075737604, c2=0.006345198146357405 ..................
+[CV]  c1=0.9988969075737604, c2=0.006345198146357405, score=0.787287 -   1.3s
+[CV] c1=2.243122699972053, c2=0.02408920842785463 ....................
+[CV]  c1=2.243122699972053, c2=0.02408920842785463, score=0.660504 -   0.9s
+Training done in: 7.331329s
+     Saving training model...
+        Saving training model done in: 0.014029s
+*********************************
+Prediction done in: 0.024944s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: True False
+Report file: _v2
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003846s
+-------------------------------- FEATURES --------------------------------
+--------------------------Features Training ---------------------------
+           0      1
+0      lemma      1
+1     postag     CD
+2   -1:lemma     pq
+3  -1:postag     NN
+4     hUpper  False
+5     hLower  False
+6     hGreek  False
+7       symb  False
+8   word[:1]      1
+--------------------------- FeaturesTest -----------------------------
+            0          1
+0       lemma  delta-fnr
+1      postag         NN
+2    -1:lemma          _
+3   -1:postag         NN
+4    +1:lemma          _
+5   +1:postag         CD
+6      hUpper      False
+7      hLower      False
+8      hGreek      False
+9        symb       True
+10   word[:1]          d
+11   word[:2]         de
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.7552293645263738, c2=0.010542927773867011 ..................
+[CV]  c1=0.7552293645263738, c2=0.010542927773867011, score=0.692390 -   1.1s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.677656 -   1.4s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.697829 -   1.6s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.720638 -   1.4s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.716901 -   1.5s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.866982 -   1.4s
+[CV] c1=0.350973260533853, c2=0.010037581949873645 ...................
+[CV]  c1=0.350973260533853, c2=0.010037581949873645, score=0.701470 -   1.2s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.687400 -   1.3s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.941969 -   1.5s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.712895 -   1.1s
+[CV] c1=0.7552293645263738, c2=0.010542927773867011 ..................
+[CV]  c1=0.7552293645263738, c2=0.010542927773867011, score=0.764724 -   1.3s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.691639 -   1.4s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.765131 -   1.3s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.891979 -   1.4s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.704318 -   1.4s
+[CV] c1=0.7552293645263738, c2=0.010542927773867011 ..................
+[CV]  c1=0.7552293645263738, c2=0.010542927773867011, score=0.679052 -   1.4s
+[CV] c1=0.350973260533853, c2=0.010037581949873645 ...................
+[CV]  c1=0.350973260533853, c2=0.010037581949873645, score=0.723654 -   1.3s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.882037 -   1.4s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.687400 -   1.3s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.885770 -   1.5s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.895305 -   1.2s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.782459 -   1.6s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.911666 -   1.5s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.697504 -   1.4s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.696275 -   0.9s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.706631 -   1.1s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.685539 -   1.4s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.871122 -   1.5s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.765131 -   1.5s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.747961 -   1.4s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.704197 -   1.3s
+[CV] c1=0.350973260533853, c2=0.010037581949873645 ...................
+[CV]  c1=0.350973260533853, c2=0.010037581949873645, score=0.768514 -   1.3s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.729114 -   1.4s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.692390 -   1.3s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.686683 -   1.4s
+[CV] c1=0.7552293645263738, c2=0.010542927773867011 ..................
+[CV]  c1=0.7552293645263738, c2=0.010542927773867011, score=0.680303 -   1.2s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.679944 -   1.3s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.724757 -   1.4s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.700894 -   1.7s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.876503 -   1.6s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.692577 -   1.2s
+[CV] c1=0.350973260533853, c2=0.010037581949873645 ...................
+[CV]  c1=0.350973260533853, c2=0.010037581949873645, score=0.882037 -   1.3s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.866982 -   1.4s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.874383 -   1.5s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.780716 -   1.3s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.711689 -   1.3s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.925608 -   1.3s
+[CV] c1=0.0978143608714834, c2=0.07833099658452108 ...................
+[CV]  c1=0.0978143608714834, c2=0.07833099658452108, score=0.686683 -   1.2s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.699064 -   1.2s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.891477 -   1.4s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.746445 -   1.4s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.704118 -   1.3s
+[CV] c1=0.0978143608714834, c2=0.07833099658452108 ...................
+[CV]  c1=0.0978143608714834, c2=0.07833099658452108, score=0.889040 -   1.4s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.758798 -   1.3s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.714313 -   1.2s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.798839 -   1.5s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.761432 -   1.4s
+[CV] c1=0.0978143608714834, c2=0.07833099658452108 ...................
+[CV]  c1=0.0978143608714834, c2=0.07833099658452108, score=0.810699 -   1.5s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.691266 -   1.1s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.925608 -   1.4s
+[CV] c1=0.7552293645263738, c2=0.010542927773867011 ..................
+[CV]  c1=0.7552293645263738, c2=0.010542927773867011, score=0.859428 -   1.3s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.716965 -   1.4s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.932342 -   1.5s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.891477 -   1.5s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.816091 -   1.4s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.876688 -   1.5s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.849726 -   1.5s
+[CV] c1=0.0978143608714834, c2=0.07833099658452108 ...................
+[CV]  c1=0.0978143608714834, c2=0.07833099658452108, score=0.711634 -   1.1s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.771801 -   1.3s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.849461 -   1.4s
+[CV] c1=0.7552293645263738, c2=0.010542927773867011 ..................
+[CV]  c1=0.7552293645263738, c2=0.010542927773867011, score=0.715703 -   1.4s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.846342 -   1.6s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.888767 -   1.5s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.679944 -   1.5s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.686683 -   1.2s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.718007 -   1.4s
+[CV] c1=0.350973260533853, c2=0.010037581949873645 ...................
+[CV]  c1=0.350973260533853, c2=0.010037581949873645, score=0.792078 -   1.4s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.810699 -   1.4s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.925608 -   1.5s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.903464 -   1.3s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.880433 -   1.6s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.687131 -   1.3s
+[CV] c1=0.0978143608714834, c2=0.07833099658452108 ...................
+[CV]  c1=0.0978143608714834, c2=0.07833099658452108, score=0.941969 -   1.3s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.715703 -   1.3s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.723701 -   1.4s
+[CV] c1=0.7552293645263738, c2=0.010542927773867011 ..................
+[CV]  c1=0.7552293645263738, c2=0.010542927773867011, score=0.871122 -   1.2s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.744258 -   1.4s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.876688 -   1.6s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.879709 -   1.6s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.684422 -   1.2s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.891832 -   1.3s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.688230 -   1.2s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.866982 -   1.7s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.687131 -   1.3s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.888767 -   1.4s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.763480 -   1.1s
+[CV] c1=0.350973260533853, c2=0.010037581949873645 ...................
+[CV]  c1=0.350973260533853, c2=0.010037581949873645, score=0.855607 -   1.4s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.719482 -   1.3s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.871212 -   1.4s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.941969 -   1.4s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.882037 -   1.6s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.697829 -   1.4s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.719482 -   1.3s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.850209 -   1.4s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.792078 -   1.3s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.871122 -   1.6s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.857046 -   1.4s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.894297 -   1.5s
+[CV] c1=0.5405494603106622, c2=0.02185761043719437 ...................
+[CV]  c1=0.5405494603106622, c2=0.02185761043719437, score=0.866982 -   1.5s
+[CV] c1=0.3811975088263534, c2=0.09035610955818969 ...................
+[CV]  c1=0.3811975088263534, c2=0.09035610955818969, score=0.740829 -   1.0s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.711689 -   1.5s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.679944 -   1.4s
+[CV] c1=0.0978143608714834, c2=0.07833099658452108 ...................
+[CV]  c1=0.0978143608714834, c2=0.07833099658452108, score=0.714313 -   1.3s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.858419 -   1.7s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.711634 -   1.2s
+[CV] c1=0.7552293645263738, c2=0.010542927773867011 ..................
+[CV]  c1=0.7552293645263738, c2=0.010542927773867011, score=0.925608 -   1.3s
+[CV] c1=1.4589431115727765, c2=0.00462048934522589 ...................
+[CV]  c1=1.4589431115727765, c2=0.00462048934522589, score=0.855472 -   1.5s
+[CV] c1=0.47432740691636344, c2=0.03758235542198346 ..................
+[CV]  c1=0.47432740691636344, c2=0.03758235542198346, score=0.770984 -   1.4s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.871122 -   1.6s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.692390 -   1.5s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.859428 -   1.5s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.687666 -   1.2s
+[CV] c1=0.0978143608714834, c2=0.07833099658452108 ...................
+[CV]  c1=0.0978143608714834, c2=0.07833099658452108, score=0.729114 -   1.4s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.825145 -   1.5s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.888767 -   1.3s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.766835 -   1.6s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.759758 -   1.6s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.888767 -   1.4s
+[CV] c1=0.5405494603106622, c2=0.02185761043719437 ...................
+[CV]  c1=0.5405494603106622, c2=0.02185761043719437, score=0.876781 -   1.4s
+[CV] c1=0.3811975088263534, c2=0.09035610955818969 ...................
+[CV]  c1=0.3811975088263534, c2=0.09035610955818969, score=0.687400 -   1.0s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.876503 -   1.3s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.850209 -   1.4s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.723701 -   1.5s
+[CV] c1=0.5405494603106622, c2=0.02185761043719437 ...................
+[CV]  c1=0.5405494603106622, c2=0.02185761043719437, score=0.859690 -   1.4s
+[CV] c1=0.3811975088263534, c2=0.09035610955818969 ...................
+[CV]  c1=0.3811975088263534, c2=0.09035610955818969, score=0.723701 -   1.3s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.902851 -   1.4s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.880433 -   1.7s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.941969 -   1.3s
+[CV] c1=0.5405494603106622, c2=0.02185761043719437 ...................
+[CV]  c1=0.5405494603106622, c2=0.02185761043719437, score=0.765131 -   1.3s
+[CV] c1=0.3811975088263534, c2=0.09035610955818969 ...................
+[CV]  c1=0.3811975088263534, c2=0.09035610955818969, score=0.891979 -   1.2s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.700894 -   1.3s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.677656 -   1.4s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.624894 -   1.1s
+[CV] c1=0.4819640275387183, c2=0.029691473721229295 ..................
+[CV]  c1=0.4819640275387183, c2=0.029691473721229295, score=0.753206 -   1.4s
+[CV] c1=0.21506344691612903, c2=0.02416742878069053 ..................
+[CV]  c1=0.21506344691612903, c2=0.02416742878069053, score=0.884140 -   1.5s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.686683 -   1.3s
+[CV] c1=0.350973260533853, c2=0.010037581949873645 ...................
+[CV]  c1=0.350973260533853, c2=0.010037581949873645, score=0.706106 -   1.4s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.903464 -   1.4s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.840562 -   1.4s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.833236 -   1.4s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.703909 -   1.2s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.871122 -   1.2s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.885770 -   1.4s
+[CV] c1=0.5405494603106622, c2=0.02185761043719437 ...................
+[CV]  c1=0.5405494603106622, c2=0.02185761043719437, score=0.696240 -   1.3s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.885770 -   1.3s
+[CV] c1=0.7552293645263738, c2=0.010542927773867011 ..................
+[CV]  c1=0.7552293645263738, c2=0.010542927773867011, score=0.804468 -   1.6s
+[CV] c1=0.350973260533853, c2=0.010037581949873645 ...................
+[CV]  c1=0.350973260533853, c2=0.010037581949873645, score=0.895305 -   1.4s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.686683 -   1.4s
+[CV] c1=0.7298207185304556, c2=0.03502458791701493 ...................
+[CV]  c1=0.7298207185304556, c2=0.03502458791701493, score=0.715703 -   1.5s
+[CV] c1=0.7034919312846388, c2=0.0024933361931142694 .................
+[CV]  c1=0.7034919312846388, c2=0.0024933361931142694, score=0.859428 -   1.4s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.709724 -   1.3s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.825145 -   1.4s
+[CV] c1=0.0978143608714834, c2=0.07833099658452108 ...................
+[CV]  c1=0.0978143608714834, c2=0.07833099658452108, score=0.888767 -   1.3s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.925608 -   1.4s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.943015 -   1.3s
+[CV] c1=0.5467988707284427, c2=0.00803194900725053 ...................
+[CV]  c1=0.5467988707284427, c2=0.00803194900725053, score=0.941969 -   1.4s
+[CV] c1=1.0834398150991624, c2=0.003997536598295317 ..................
+[CV]  c1=1.0834398150991624, c2=0.003997536598295317, score=0.699806 -   1.3s
+[CV] c1=0.0978143608714834, c2=0.07833099658452108 ...................
+[CV]  c1=0.0978143608714834, c2=0.07833099658452108, score=0.885770 -   1.3s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.849474 -   1.4s
+[CV] c1=0.20192101167465534, c2=0.04531597351347868 ..................
+[CV]  c1=0.20192101167465534, c2=0.04531597351347868, score=0.895305 -   1.3s
+[CV] c1=0.298080277984045, c2=0.05416968597972857 ....................
+[CV]  c1=0.298080277984045, c2=0.05416968597972857, score=0.941969 -   1.4s
+[CV] c1=0.350973260533853, c2=0.010037581949873645 ...................
+[CV]  c1=0.350973260533853, c2=0.010037581949873645, score=0.941969 -   1.3s
+[CV] c1=0.06546675625130262, c2=0.059226785100600615 .................
+[CV]  c1=0.06546675625130262, c2=0.059226785100600615, score=0.889759 -   1.6s
+[CV] c1=0.8446622313160173, c2=0.03942509766742223 ...................
+[CV]  c1=0.8446622313160173, c2=0.03942509766742223, score=0.788536 -   1.7s
+[CV] c1=0.3811975088263534, c2=0.09035610955818969 ...................
+[CV]  c1=0.3811975088263534, c2=0.09035610955818969, score=0.718007 -   1.3s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.882037 -   1.5s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.859428 -   1.4s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.801514 -   1.6s
+[CV] c1=0.5405494603106622, c2=0.02185761043719437 ...................
+[CV]  c1=0.5405494603106622, c2=0.02185761043719437, score=0.699863 -   1.1s
+[CV] c1=0.3811975088263534, c2=0.09035610955818969 ...................
+[CV]  c1=0.3811975088263534, c2=0.09035610955818969, score=0.879055 -   1.2s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.747961 -   1.7s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.685577 -   1.3s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.767805 -   1.3s
+[CV] c1=0.5405494603106622, c2=0.02185761043719437 ...................
+[CV]  c1=0.5405494603106622, c2=0.02185761043719437, score=0.891477 -   1.4s
+[CV] c1=0.3811975088263534, c2=0.09035610955818969 ...................
+[CV]  c1=0.3811975088263534, c2=0.09035610955818969, score=0.866982 -   1.3s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.895305 -   1.5s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.765131 -   1.4s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.905956 -   1.5s
+[CV] c1=0.5405494603106622, c2=0.02185761043719437 ...................
+[CV]  c1=0.5405494603106622, c2=0.02185761043719437, score=0.941969 -   1.4s
+[CV] c1=0.3811975088263534, c2=0.09035610955818969 ...................
+[CV]  c1=0.3811975088263534, c2=0.09035610955818969, score=0.877324 -   1.2s
+[CV] c1=0.24706375983667295, c2=0.024420937052355998 .................
+[CV]  c1=0.24706375983667295, c2=0.024420937052355998, score=0.943015 -   1.5s
+[CV] c1=0.5752830046115532, c2=0.029011946679537343 ..................
+[CV]  c1=0.5752830046115532, c2=0.029011946679537343, score=0.941969 -   1.5s
+[CV] c1=0.12822074735920433, c2=0.028255623123597452 .................
+[CV]  c1=0.12822074735920433, c2=0.028255623123597452, score=0.712895 -   1.3s
+[CV] c1=0.5405494603106622, c2=0.02185761043719437 ...................
+[CV]  c1=0.5405494603106622, c2=0.02185761043719437, score=0.746445 -   1.4s
+[CV] c1=0.3811975088263534, c2=0.09035610955818969 ...................
+[CV]  c1=0.3811975088263534, c2=0.09035610955818969, score=0.941969 -   1.2s
+Training done in: 9.118032s
+     Saving training model...
+        Saving training model done in: 0.013122s
+*********************************
+Prediction done in: 0.030181s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: False True
+Report file: _v9
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003814s
+{'lemma': 'δsoxs', 'postag': 'NN', '+1:lemma': 'pq', '+1:postag': 'NN'}
+{'lemma': 'affyexp', 'postag': 'JJ', '+1:lemma': '_', '+1:postag': 'NN'}
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.867500 -   1.3s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.903565 -   1.2s
+[CV] c1=0.43749590188690224, c2=0.13150259694056668 ..................
+[CV]  c1=0.43749590188690224, c2=0.13150259694056668, score=0.883954 -   1.3s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.577372 -   1.1s
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.923613 -   1.4s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.651934 -   1.0s
+[CV] c1=0.43749590188690224, c2=0.13150259694056668 ..................
+[CV]  c1=0.43749590188690224, c2=0.13150259694056668, score=0.917838 -   1.0s
+[CV] c1=2.0055201578565307, c2=0.00218367124029512 ...................
+[CV]  c1=2.0055201578565307, c2=0.00218367124029512, score=0.674465 -   1.4s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.571018 -   1.0s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.860755 -   1.2s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.708065 -   1.1s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.899703 -   1.1s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.566968 -   1.0s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.753693 -   0.8s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.632439 -   1.1s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.684055 -   1.2s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.869740 -   1.1s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.771784 -   1.2s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.774739 -   0.9s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.814703 -   1.3s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.583163 -   1.0s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.592237 -   0.9s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.614085 -   1.3s
+[CV] c1=0.3624734639674293, c2=0.06885589564532553 ...................
+[CV]  c1=0.3624734639674293, c2=0.06885589564532553, score=0.667917 -   1.0s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.920970 -   1.1s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.562003 -   1.2s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.899703 -   1.1s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.704452 -   0.9s
+[CV] c1=0.3624734639674293, c2=0.06885589564532553 ...................
+[CV]  c1=0.3624734639674293, c2=0.06885589564532553, score=0.899703 -   1.0s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.906853 -   1.3s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.740663 -   1.1s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.906853 -   0.9s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.576589 -   0.9s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.899703 -   1.2s
+[CV] c1=0.649264531621016, c2=0.031877071613145826 ...................
+[CV]  c1=0.649264531621016, c2=0.031877071613145826, score=0.673541 -   1.0s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.649654 -   1.0s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.555809 -   0.8s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.509067 -   1.1s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.722890 -   1.1s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.721334 -   1.1s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.563354 -   1.0s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.858883 -   1.2s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.605840 -   1.1s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.585484 -   1.0s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.899703 -   1.1s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.872399 -   1.2s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.751661 -   1.1s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.698163 -   1.2s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.698982 -   1.0s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.557862 -   1.1s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.891760 -   1.2s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.710539 -   1.1s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.659121 -   1.1s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.660012 -   1.0s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.674776 -   1.1s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.903565 -   1.1s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.761418 -   1.3s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.687750 -   1.3s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.770514 -   1.0s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.729308 -   1.1s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.794740 -   1.2s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.860755 -   1.2s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.677721 -   1.3s
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.654823 -   1.2s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.694072 -   1.2s
+[CV] c1=0.43749590188690224, c2=0.13150259694056668 ..................
+[CV]  c1=0.43749590188690224, c2=0.13150259694056668, score=0.814703 -   1.0s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.601571 -   0.9s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.679766 -   0.8s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.812131 -   0.9s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.917838 -   1.2s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.588673 -   1.1s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.660012 -   1.1s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.719434 -   1.2s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.555809 -   0.9s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.814619 -   1.1s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.683547 -   1.2s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.784199 -   1.1s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.794740 -   1.0s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.852821 -   0.9s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.753693 -   1.1s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.747150 -   1.1s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.920970 -   1.1s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.791738 -   1.0s
+[CV] c1=0.3624734639674293, c2=0.06885589564532553 ...................
+[CV]  c1=0.3624734639674293, c2=0.06885589564532553, score=0.866790 -   1.2s
+[CV] c1=0.649264531621016, c2=0.031877071613145826 ...................
+[CV]  c1=0.649264531621016, c2=0.031877071613145826, score=0.912680 -   1.2s
+[CV] c1=0.43749590188690224, c2=0.13150259694056668 ..................
+[CV]  c1=0.43749590188690224, c2=0.13150259694056668, score=0.710694 -   1.1s
+[CV] c1=2.0055201578565307, c2=0.00218367124029512 ...................
+[CV]  c1=2.0055201578565307, c2=0.00218367124029512, score=0.643620 -   1.1s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.899703 -   0.8s
+[CV] c1=0.3624734639674293, c2=0.06885589564532553 ...................
+[CV]  c1=0.3624734639674293, c2=0.06885589564532553, score=0.919762 -   0.9s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.741434 -   1.0s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.559475 -   1.1s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.780490 -   1.1s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.852044 -   1.0s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.920869 -   1.4s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.661884 -   0.9s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.866790 -   1.1s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.652192 -   1.1s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.891760 -   1.1s
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.890667 -   1.2s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.558300 -   0.9s
+[CV] c1=0.43749590188690224, c2=0.13150259694056668 ..................
+[CV]  c1=0.43749590188690224, c2=0.13150259694056668, score=0.766755 -   1.2s
+[CV] c1=2.0055201578565307, c2=0.00218367124029512 ...................
+[CV]  c1=2.0055201578565307, c2=0.00218367124029512, score=0.785069 -   1.1s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.570077 -   0.9s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.654414 -   1.4s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.707919 -   1.2s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.660064 -   1.1s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.919762 -   1.1s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.666998 -   1.2s
+[CV] c1=0.3624734639674293, c2=0.06885589564532553 ...................
+[CV]  c1=0.3624734639674293, c2=0.06885589564532553, score=0.632439 -   1.1s
+[CV] c1=0.649264531621016, c2=0.031877071613145826 ...................
+[CV]  c1=0.649264531621016, c2=0.031877071613145826, score=0.761818 -   1.1s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.512837 -   0.9s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.852821 -   1.2s
+[CV] c1=0.7423324269870698, c2=0.05489724550548968 ...................
+[CV]  c1=0.7423324269870698, c2=0.05489724550548968, score=0.912680 -   1.2s
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.608985 -   1.0s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.747150 -   1.3s
+[CV] c1=0.43749590188690224, c2=0.13150259694056668 ..................
+[CV]  c1=0.43749590188690224, c2=0.13150259694056668, score=0.559664 -   1.1s
+[CV] c1=2.0055201578565307, c2=0.00218367124029512 ...................
+[CV]  c1=2.0055201578565307, c2=0.00218367124029512, score=0.779260 -   1.3s
+[CV] c1=0.44728536850250333, c2=0.015283238629035883 .................
+[CV]  c1=0.44728536850250333, c2=0.015283238629035883, score=0.556949 -   0.6s
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.848001 -   1.2s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.873177 -   1.0s
+[CV] c1=0.43749590188690224, c2=0.13150259694056668 ..................
+[CV]  c1=0.43749590188690224, c2=0.13150259694056668, score=0.632439 -   1.2s
+[CV] c1=2.0055201578565307, c2=0.00218367124029512 ...................
+[CV]  c1=2.0055201578565307, c2=0.00218367124029512, score=0.575995 -   1.0s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.913072 -   0.9s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.824341 -   1.1s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.933012 -   1.3s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.713945 -   1.2s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.881938 -   1.3s
+[CV] c1=0.44728536850250333, c2=0.015283238629035883 .................
+[CV]  c1=0.44728536850250333, c2=0.015283238629035883, score=0.679766 -   0.9s
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.935386 -   1.0s
+[CV] c1=0.649264531621016, c2=0.031877071613145826 ...................
+[CV]  c1=0.649264531621016, c2=0.031877071613145826, score=0.883954 -   1.1s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.920970 -   1.1s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.740663 -   1.1s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.737308 -   0.8s
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.686683 -   1.0s
+[CV] c1=0.649264531621016, c2=0.031877071613145826 ...................
+[CV]  c1=0.649264531621016, c2=0.031877071613145826, score=0.567758 -   1.0s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.881938 -   1.2s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.920970 -   1.0s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.847745 -   1.1s
+[CV] c1=0.3624734639674293, c2=0.06885589564532553 ...................
+[CV]  c1=0.3624734639674293, c2=0.06885589564532553, score=0.860755 -   1.1s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.592237 -   1.0s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.600817 -   1.1s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.861675 -   1.3s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.866790 -   1.2s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.721334 -   1.3s
+[CV] c1=0.649264531621016, c2=0.031877071613145826 ...................
+[CV]  c1=0.649264531621016, c2=0.031877071613145826, score=0.656490 -   1.1s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.718275 -   1.1s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.720311 -   1.2s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.765698 -   1.1s
+[CV] c1=0.5018716826309633, c2=0.04614139578392318 ...................
+[CV]  c1=0.5018716826309633, c2=0.04614139578392318, score=0.729308 -   1.4s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.761818 -   1.0s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.603251 -   0.9s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.848001 -   1.3s
+[CV] c1=0.44728536850250333, c2=0.015283238629035883 .................
+[CV]  c1=0.44728536850250333, c2=0.015283238629035883, score=0.710539 -   1.0s
+[CV] c1=0.3624734639674293, c2=0.06885589564532553 ...................
+[CV]  c1=0.3624734639674293, c2=0.06885589564532553, score=0.715320 -   1.1s
+[CV] c1=0.649264531621016, c2=0.031877071613145826 ...................
+[CV]  c1=0.649264531621016, c2=0.031877071613145826, score=0.698204 -   1.2s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.858333 -   1.1s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.830436 -   1.1s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.872249 -   1.1s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.526041 -   0.9s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.731379 -   1.1s
+[CV] c1=0.7789541450968716, c2=0.013394697180379615 ..................
+[CV]  c1=0.7789541450968716, c2=0.013394697180379615, score=0.743125 -   1.2s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.679766 -   0.9s
+[CV] c1=2.0055201578565307, c2=0.00218367124029512 ...................
+[CV]  c1=2.0055201578565307, c2=0.00218367124029512, score=0.660504 -   1.1s
+[CV] c1=0.44728536850250333, c2=0.015283238629035883 .................
+[CV]  c1=0.44728536850250333, c2=0.015283238629035883, score=0.852821 -   0.8s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.554896 -   1.1s
+[CV] c1=0.1181247797079666, c2=0.014644040000881146 ..................
+[CV]  c1=0.1181247797079666, c2=0.014644040000881146, score=0.848001 -   1.1s
+[CV] c1=2.291960860484793, c2=0.020013816890766867 ...................
+[CV]  c1=2.291960860484793, c2=0.020013816890766867, score=0.601310 -   1.2s
+[CV] c1=0.5286937810460386, c2=0.02768432633092313 ...................
+[CV]  c1=0.5286937810460386, c2=0.02768432633092313, score=0.753693 -   1.2s
+[CV] c1=0.3136994988226159, c2=0.003462481114435929 ..................
+[CV]  c1=0.3136994988226159, c2=0.003462481114435929, score=0.710539 -   1.3s
+[CV] c1=0.3624734639674293, c2=0.06885589564532553 ...................
+[CV]  c1=0.3624734639674293, c2=0.06885589564532553, score=0.824781 -   1.1s
+[CV] c1=0.649264531621016, c2=0.031877071613145826 ...................
+[CV]  c1=0.649264531621016, c2=0.031877071613145826, score=0.817004 -   1.3s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.906853 -   1.3s
+[CV] c1=2.0055201578565307, c2=0.00218367124029512 ...................
+[CV]  c1=2.0055201578565307, c2=0.00218367124029512, score=0.614085 -   1.2s
+[CV] c1=0.44728536850250333, c2=0.015283238629035883 .................
+[CV]  c1=0.44728536850250333, c2=0.015283238629035883, score=0.841313 -   1.0s
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.709345 -   1.1s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.823922 -   1.2s
+[CV] c1=0.43749590188690224, c2=0.13150259694056668 ..................
+[CV]  c1=0.43749590188690224, c2=0.13150259694056668, score=0.753693 -   1.1s
+[CV] c1=2.0055201578565307, c2=0.00218367124029512 ...................
+[CV]  c1=2.0055201578565307, c2=0.00218367124029512, score=0.596309 -   1.2s
+[CV] c1=0.44728536850250333, c2=0.015283238629035883 .................
+[CV]  c1=0.44728536850250333, c2=0.015283238629035883, score=0.789914 -   1.0s
+[CV] c1=0.016595180754549518, c2=0.030948306031002376 ................
+[CV]  c1=0.016595180754549518, c2=0.030948306031002376, score=0.723492 -   1.4s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.708065 -   1.2s
+[CV] c1=0.43749590188690224, c2=0.13150259694056668 ..................
+[CV]  c1=0.43749590188690224, c2=0.13150259694056668, score=0.705332 -   1.2s
+[CV] c1=2.0055201578565307, c2=0.00218367124029512 ...................
+[CV]  c1=2.0055201578565307, c2=0.00218367124029512, score=0.515901 -   1.1s
+[CV] c1=0.44728536850250333, c2=0.015283238629035883 .................
+[CV]  c1=0.44728536850250333, c2=0.015283238629035883, score=0.761418 -   0.9s
+[CV] c1=0.3624734639674293, c2=0.06885589564532553 ...................
+[CV]  c1=0.3624734639674293, c2=0.06885589564532553, score=0.572450 -   1.1s
+[CV] c1=0.649264531621016, c2=0.031877071613145826 ...................
+[CV]  c1=0.649264531621016, c2=0.031877071613145826, score=0.713917 -   1.1s
+[CV] c1=0.10489093988322791, c2=0.040276414459420484 .................
+[CV]  c1=0.10489093988322791, c2=0.040276414459420484, score=0.735607 -   1.1s
+[CV] c1=0.09784611146788476, c2=0.054300102474929904 .................
+[CV]  c1=0.09784611146788476, c2=0.054300102474929904, score=0.731639 -   1.3s
+[CV] c1=0.44728536850250333, c2=0.015283238629035883 .................
+[CV]  c1=0.44728536850250333, c2=0.015283238629035883, score=0.835074 -   1.0s
+[CV] c1=1.1186692278337627, c2=0.22309738782267205 ...................
+[CV]  c1=1.1186692278337627, c2=0.22309738782267205, score=0.598718 -   0.8s
+[CV] c1=0.5233514980566518, c2=0.05607213609434676 ...................
+[CV]  c1=0.5233514980566518, c2=0.05607213609434676, score=0.721334 -   1.1s
+[CV] c1=0.7863468698144266, c2=0.0037442044888246354 .................
+[CV]  c1=0.7863468698144266, c2=0.0037442044888246354, score=0.891760 -   1.3s
+[CV] c1=0.3568772328262357, c2=0.03679897833962741 ...................
+[CV]  c1=0.3568772328262357, c2=0.03679897833962741, score=0.721334 -   1.1s
+[CV] c1=1.5356087724511331, c2=0.14043664965912495 ...................
+[CV]  c1=1.5356087724511331, c2=0.14043664965912495, score=0.654414 -   1.2s
+[CV] c1=0.44728536850250333, c2=0.015283238629035883 .................
+[CV]  c1=0.44728536850250333, c2=0.015283238629035883, score=0.899703 -   0.8s
+Training done in: 7.351656s
+     Saving training model...
+        Saving training model done in: 0.013628s
+*********************************
+Prediction done in: 0.024027s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: False True
+Report file: _v2
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003654s
+-------------------------------- FEATURES --------------------------------
+--------------------------Features Training ---------------------------
+           0      1
+0      lemma      1
+1     postag     CD
+2   -1:lemma     pq
+3  -1:postag     NN
+4       word      1
+5    isUpper  False
+6    isLower  False
+7    isGreek  False
+8   isNumber   True
+9    -1:word     PQ
+--------------------------- FeaturesTest -----------------------------
+            0          1
+0       lemma  delta-fnr
+1      postag         NN
+2    -1:lemma          _
+3   -1:postag         NN
+4    +1:lemma          _
+5   +1:postag         CD
+6        word  delta-fnr
+7     isUpper      False
+8     isLower       True
+9     isGreek      False
+10   isNumber      False
+11    -1:word          _
+12    +1:word          _
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.15911702521720522, c2=0.046161934701581496 .................
+[CV]  c1=0.15911702521720522, c2=0.046161934701581496, score=0.630601 -   1.2s
+[CV] c1=0.09008322955518538, c2=0.07446232300940821 ..................
+[CV]  c1=0.09008322955518538, c2=0.07446232300940821, score=0.848001 -   1.6s
+[CV] c1=0.25902302075140105, c2=0.03091362551658973 ..................
+[CV]  c1=0.25902302075140105, c2=0.03091362551658973, score=0.899703 -   1.6s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.742271 -   1.4s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.678771 -   1.1s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.719617 -   1.4s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.873584 -   1.5s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.690262 -   1.3s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.577546 -   1.2s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.719481 -   1.1s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.902737 -   1.6s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.549739 -   1.2s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.925743 -   1.5s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.848001 -   1.5s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.940286 -   1.4s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.849399 -   1.4s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.887803 -   1.2s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.853386 -   1.4s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.632374 -   1.3s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.857175 -   1.4s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.863912 -   1.4s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.768974 -   1.3s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.938387 -   1.5s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.624854 -   1.3s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.721089 -   1.2s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.624196 -   1.2s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.849399 -   1.5s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.904833 -   1.7s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.908205 -   1.4s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.692991 -   1.3s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.803642 -   1.5s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.680458 -   1.3s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.919762 -   1.4s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.703784 -   1.5s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.883871 -   1.0s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.866790 -   1.6s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.871122 -   1.5s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.747448 -   1.5s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.757664 -   1.5s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.708356 -   1.4s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.675999 -   1.3s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.927708 -   1.5s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.899703 -   1.4s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.919762 -   1.6s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.690262 -   1.1s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.938387 -   1.5s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.737065 -   1.5s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.717966 -   1.5s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.671836 -   1.5s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.935584 -   1.1s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.747448 -   1.5s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.687077 -   1.5s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.627027 -   1.2s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.857982 -   1.5s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.731659 -   1.4s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.719617 -   1.5s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.929632 -   1.4s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.602106 -   1.3s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.779997 -   1.4s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.823710 -   1.4s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.706548 -   1.3s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.720838 -   1.3s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.752021 -   1.4s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.726221 -   1.4s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.900039 -   1.5s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.532088 -   1.3s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.738823 -   1.4s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.665417 -   1.5s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.690262 -   1.3s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.620108 -   1.2s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.818254 -   1.5s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.665417 -   1.3s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.721089 -   1.5s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.734882 -   1.3s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.866790 -   1.5s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.535633 -   1.2s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.734882 -   1.4s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.724270 -   1.5s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.672403 -   1.4s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.906853 -   1.4s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.849399 -   1.5s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.830312 -   1.5s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.779574 -   1.6s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.521176 -   1.2s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.740663 -   0.9s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.723944 -   1.4s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.675999 -   1.4s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.728478 -   1.7s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.851068 -   1.6s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.724270 -   1.4s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.717243 -   2.0s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.594443 -   1.2s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.895775 -   1.6s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.703127 -   1.3s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.819775 -   0.9s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.734882 -   1.4s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.710564 -   1.6s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.843585 -   1.5s
+[CV] c1=0.25483228949461545, c2=0.13089764900278175 ..................
+[CV]  c1=0.25483228949461545, c2=0.13089764900278175, score=0.662689 -   1.5s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.572084 -   1.2s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.930841 -   1.7s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.849399 -   1.5s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.930841 -   1.4s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.681542 -   1.4s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.583104 -   1.3s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.871122 -   1.5s
+[CV] c1=0.5665040037123241, c2=0.011962486026690578 ..................
+[CV]  c1=0.5665040037123241, c2=0.011962486026690578, score=0.927522 -   1.5s
+[CV] c1=0.07999002423801141, c2=0.000868661924339573 .................
+[CV]  c1=0.07999002423801141, c2=0.000868661924339573, score=0.922675 -   1.5s
+[CV] c1=1.6511701323120827, c2=0.08558259304928574 ...................
+[CV]  c1=1.6511701323120827, c2=0.08558259304928574, score=0.844291 -   1.4s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.930841 -   1.5s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.895623 -   1.4s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.871945 -   1.5s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.909467 -   1.5s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.630601 -   1.1s
+[CV] c1=0.15911702521720522, c2=0.046161934701581496 .................
+[CV]  c1=0.15911702521720522, c2=0.046161934701581496, score=0.920970 -   1.5s
+[CV] c1=0.09008322955518538, c2=0.07446232300940821 ..................
+[CV]  c1=0.09008322955518538, c2=0.07446232300940821, score=0.909467 -   1.4s
+[CV] c1=0.25902302075140105, c2=0.03091362551658973 ..................
+[CV]  c1=0.25902302075140105, c2=0.03091362551658973, score=0.632371 -   1.2s
+[CV] c1=0.10267282220358842, c2=0.0004147936931735207 ................
+[CV]  c1=0.10267282220358842, c2=0.0004147936931735207, score=0.690262 -   1.3s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.919762 -   1.2s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.766835 -   1.6s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.754855 -   1.4s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.835592 -   1.4s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.859402 -   1.5s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.843585 -   1.4s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.943287 -   1.4s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.687077 -   1.6s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.848001 -   1.4s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.848001 -   1.5s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.702574 -   1.3s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.904833 -   1.4s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.879055 -   1.5s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.925714 -   1.4s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.920970 -   1.4s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.740663 -   1.3s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.899703 -   1.4s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.881363 -   1.6s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.711434 -   1.4s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.711434 -   1.6s
+[CV] c1=1.6087629131114594, c2=0.06538470359631814 ...................
+[CV]  c1=1.6087629131114594, c2=0.06538470359631814, score=0.632374 -   1.1s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.778194 -   1.5s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.708650 -   1.6s
+[CV] c1=0.25902302075140105, c2=0.03091362551658973 ..................
+[CV]  c1=0.25902302075140105, c2=0.03091362551658973, score=0.723944 -   1.3s
+[CV] c1=0.10267282220358842, c2=0.0004147936931735207 ................
+[CV]  c1=0.10267282220358842, c2=0.0004147936931735207, score=0.724270 -   1.4s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.899703 -   1.3s
+[CV] c1=0.15911702521720522, c2=0.046161934701581496 .................
+[CV]  c1=0.15911702521720522, c2=0.046161934701581496, score=0.748932 -   1.5s
+[CV] c1=0.09008322955518538, c2=0.07446232300940821 ..................
+[CV]  c1=0.09008322955518538, c2=0.07446232300940821, score=0.755552 -   1.4s
+[CV] c1=0.25902302075140105, c2=0.03091362551658973 ..................
+[CV]  c1=0.25902302075140105, c2=0.03091362551658973, score=0.746243 -   1.6s
+[CV] c1=0.10267282220358842, c2=0.0004147936931735207 ................
+[CV]  c1=0.10267282220358842, c2=0.0004147936931735207, score=0.603222 -   1.2s
+[CV] c1=1.6087629131114594, c2=0.06538470359631814 ...................
+[CV]  c1=1.6087629131114594, c2=0.06538470359631814, score=0.672403 -   1.1s
+[CV] c1=0.15911702521720522, c2=0.046161934701581496 .................
+[CV]  c1=0.15911702521720522, c2=0.046161934701581496, score=0.766835 -   1.5s
+[CV] c1=0.09008322955518538, c2=0.07446232300940821 ..................
+[CV]  c1=0.09008322955518538, c2=0.07446232300940821, score=0.766835 -   1.3s
+[CV] c1=0.25902302075140105, c2=0.03091362551658973 ..................
+[CV]  c1=0.25902302075140105, c2=0.03091362551658973, score=0.883871 -   1.4s
+[CV] c1=0.10267282220358842, c2=0.0004147936931735207 ................
+[CV]  c1=0.10267282220358842, c2=0.0004147936931735207, score=0.904833 -   1.4s
+[CV] c1=1.6087629131114594, c2=0.06538470359631814 ...................
+[CV]  c1=1.6087629131114594, c2=0.06538470359631814, score=0.779997 -   1.1s
+[CV] c1=0.11429489799744622, c2=0.01488578964446575 ..................
+[CV]  c1=0.11429489799744622, c2=0.01488578964446575, score=0.933789 -   0.9s
+[CV] c1=0.2905084415493135, c2=0.01849397696699137 ...................
+[CV]  c1=0.2905084415493135, c2=0.01849397696699137, score=0.843585 -   1.5s
+[CV] c1=0.9997736934864921, c2=0.026878803960042243 ..................
+[CV]  c1=0.9997736934864921, c2=0.026878803960042243, score=0.790471 -   1.4s
+[CV] c1=0.22692190968141177, c2=0.023819618838019103 .................
+[CV]  c1=0.22692190968141177, c2=0.023819618838019103, score=0.723944 -   1.4s
+[CV] c1=0.10267282220358842, c2=0.0004147936931735207 ................
+[CV]  c1=0.10267282220358842, c2=0.0004147936931735207, score=0.933040 -   1.5s
+[CV] c1=1.6087629131114594, c2=0.06538470359631814 ...................
+[CV]  c1=1.6087629131114594, c2=0.06538470359631814, score=0.535144 -   0.9s
+[CV] c1=0.18982871503169924, c2=0.046233745555238626 .................
+[CV]  c1=0.18982871503169924, c2=0.046233745555238626, score=0.819775 -   1.5s
+[CV] c1=0.8685665773754986, c2=0.040475472475883754 ..................
+[CV]  c1=0.8685665773754986, c2=0.040475472475883754, score=0.754855 -   1.7s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.881282 -   1.4s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.892457 -   1.7s
+[CV] c1=1.6087629131114594, c2=0.06538470359631814 ...................
+[CV]  c1=1.6087629131114594, c2=0.06538470359631814, score=0.678081 -   1.3s
+[CV] c1=0.15911702521720522, c2=0.046161934701581496 .................
+[CV]  c1=0.15911702521720522, c2=0.046161934701581496, score=0.848001 -   1.5s
+[CV] c1=0.09008322955518538, c2=0.07446232300940821 ..................
+[CV]  c1=0.09008322955518538, c2=0.07446232300940821, score=0.892457 -   1.4s
+[CV] c1=0.25902302075140105, c2=0.03091362551658973 ..................
+[CV]  c1=0.25902302075140105, c2=0.03091362551658973, score=0.943287 -   1.4s
+[CV] c1=0.10267282220358842, c2=0.0004147936931735207 ................
+[CV]  c1=0.10267282220358842, c2=0.0004147936931735207, score=0.705101 -   1.5s
+[CV] c1=1.6087629131114594, c2=0.06538470359631814 ...................
+[CV]  c1=1.6087629131114594, c2=0.06538470359631814, score=0.703127 -   1.0s
+[CV] c1=0.15911702521720522, c2=0.046161934701581496 .................
+[CV]  c1=0.15911702521720522, c2=0.046161934701581496, score=0.819775 -   1.5s
+[CV] c1=0.09008322955518538, c2=0.07446232300940821 ..................
+[CV]  c1=0.09008322955518538, c2=0.07446232300940821, score=0.721089 -   1.4s
+[CV] c1=0.25902302075140105, c2=0.03091362551658973 ..................
+[CV]  c1=0.25902302075140105, c2=0.03091362551658973, score=0.721089 -   1.5s
+[CV] c1=0.10267282220358842, c2=0.0004147936931735207 ................
+[CV]  c1=0.10267282220358842, c2=0.0004147936931735207, score=0.819775 -   1.4s
+[CV] c1=1.6087629131114594, c2=0.06538470359631814 ...................
+[CV]  c1=1.6087629131114594, c2=0.06538470359631814, score=0.726221 -   1.1s
+[CV] c1=0.031955518564645284, c2=0.004198138415764393 ................
+[CV]  c1=0.031955518564645284, c2=0.004198138415764393, score=0.684656 -   1.4s
+[CV] c1=0.6747528619946138, c2=0.07283789541988857 ...................
+[CV]  c1=0.6747528619946138, c2=0.07283789541988857, score=0.863912 -   1.4s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.698041 -   1.4s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.766835 -   1.4s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.937982 -   1.3s
+[CV] c1=0.15911702521720522, c2=0.046161934701581496 .................
+[CV]  c1=0.15911702521720522, c2=0.046161934701581496, score=0.906853 -   1.5s
+[CV] c1=0.09008322955518538, c2=0.07446232300940821 ..................
+[CV]  c1=0.09008322955518538, c2=0.07446232300940821, score=0.608111 -   1.1s
+[CV] c1=0.25902302075140105, c2=0.03091362551658973 ..................
+[CV]  c1=0.25902302075140105, c2=0.03091362551658973, score=0.843585 -   1.5s
+[CV] c1=0.10267282220358842, c2=0.0004147936931735207 ................
+[CV]  c1=0.10267282220358842, c2=0.0004147936931735207, score=0.921146 -   1.5s
+[CV] c1=1.6087629131114594, c2=0.06538470359631814 ...................
+[CV]  c1=1.6087629131114594, c2=0.06538470359631814, score=0.681542 -   1.0s
+[CV] c1=0.15911702521720522, c2=0.046161934701581496 .................
+[CV]  c1=0.15911702521720522, c2=0.046161934701581496, score=0.690262 -   1.5s
+[CV] c1=0.09008322955518538, c2=0.07446232300940821 ..................
+[CV]  c1=0.09008322955518538, c2=0.07446232300940821, score=0.665417 -   1.3s
+[CV] c1=0.04258998203691286, c2=0.08845660294483688 ..................
+[CV]  c1=0.04258998203691286, c2=0.08845660294483688, score=0.629561 -   1.4s
+[CV] c1=0.08442255640374982, c2=0.07334312442868467 ..................
+[CV]  c1=0.08442255640374982, c2=0.07334312442868467, score=0.613609 -   1.3s
+[CV] c1=0.17037724024202613, c2=0.04579884459555339 ..................
+[CV]  c1=0.17037724024202613, c2=0.04579884459555339, score=0.883871 -   1.4s
+[CV] c1=0.15911702521720522, c2=0.046161934701581496 .................
+[CV]  c1=0.15911702521720522, c2=0.046161934701581496, score=0.933070 -   1.6s
+[CV] c1=0.09008322955518538, c2=0.07446232300940821 ..................
+[CV]  c1=0.09008322955518538, c2=0.07446232300940821, score=0.925714 -   1.3s
+[CV] c1=0.25902302075140105, c2=0.03091362551658973 ..................
+[CV]  c1=0.25902302075140105, c2=0.03091362551658973, score=0.747448 -   1.4s
+[CV] c1=0.10267282220358842, c2=0.0004147936931735207 ................
+[CV]  c1=0.10267282220358842, c2=0.0004147936931735207, score=0.752021 -   1.4s
+[CV] c1=1.6087629131114594, c2=0.06538470359631814 ...................
+[CV]  c1=1.6087629131114594, c2=0.06538470359631814, score=0.624854 -   1.1s
+Training done in: 9.342762s
+     Saving training model...
+        Saving training model done in: 0.013957s
+*********************************
+Prediction done in: 0.032526s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: True True
+Report file: _v9
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003836s
+{'lemma': 'δsoxs', 'postag': 'NN', '+1:lemma': 'pq', '+1:postag': 'NN'}
+{'lemma': 'affyexp', 'postag': 'JJ', '+1:lemma': '_', '+1:postag': 'NN'}
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.567237 -   0.9s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.852821 -   1.1s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.654823 -   1.0s
+[CV] c1=0.1942293390156905, c2=0.0118048238421011 ....................
+[CV]  c1=0.1942293390156905, c2=0.0118048238421011, score=0.921915 -   1.2s
+[CV] c1=0.32462532886586554, c2=0.018288220546846753 .................
+[CV]  c1=0.32462532886586554, c2=0.018288220546846753, score=0.899703 -   1.2s
+[CV] c1=0.15761238349200285, c2=0.002525593517619589 .................
+[CV]  c1=0.15761238349200285, c2=0.002525593517619589, score=0.920970 -   1.4s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.720311 -   1.3s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.675506 -   1.3s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.570419 -   1.0s
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.723593 -   0.8s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.710539 -   1.2s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.867500 -   1.1s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.701323 -   1.2s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.858883 -   1.2s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.848230 -   0.7s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.753693 -   1.2s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.766835 -   1.0s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.624832 -   1.2s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.679766 -   1.3s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.802426 -   0.9s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.919762 -   1.1s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.887557 -   1.1s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.640353 -   1.1s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.848001 -   1.2s
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.774739 -   0.9s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.656490 -   1.1s
+[CV] c1=0.10252491344185391, c2=0.035456409715521185 .................
+[CV]  c1=0.10252491344185391, c2=0.035456409715521185, score=0.920970 -   1.2s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.691890 -   1.3s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.864316 -   1.2s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.717157 -   0.8s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.761818 -   1.1s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.848001 -   1.2s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.853988 -   1.2s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.920970 -   1.2s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.763058 -   0.9s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.643807 -   1.2s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.715300 -   1.1s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.632407 -   1.0s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.867500 -   1.1s
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.852821 -   1.1s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.556973 -   1.0s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.731639 -   1.3s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.557241 -   1.0s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.737308 -   1.3s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.935386 -   1.1s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.852821 -   1.1s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.753693 -   1.1s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.606581 -   1.0s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.887557 -   1.0s
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.753693 -   1.2s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.848001 -   1.2s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.761418 -   1.0s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.637423 -   1.0s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.899703 -   1.2s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.834063 -   1.2s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.727061 -   1.1s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.899703 -   1.2s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.688946 -   1.1s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.775757 -   1.1s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.699610 -   1.4s
+[CV] c1=0.10252491344185391, c2=0.035456409715521185 .................
+[CV]  c1=0.10252491344185391, c2=0.035456409715521185, score=0.720311 -   1.2s
+[CV] c1=0.1942293390156905, c2=0.0118048238421011 ....................
+[CV]  c1=0.1942293390156905, c2=0.0118048238421011, score=0.674776 -   1.2s
+[CV] c1=0.32462532886586554, c2=0.018288220546846753 .................
+[CV]  c1=0.32462532886586554, c2=0.018288220546846753, score=0.679766 -   1.0s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.548511 -   0.8s
+[CV] c1=0.15761238349200285, c2=0.002525593517619589 .................
+[CV]  c1=0.15761238349200285, c2=0.002525593517619589, score=0.641007 -   1.0s
+[CV] c1=0.10252491344185391, c2=0.035456409715521185 .................
+[CV]  c1=0.10252491344185391, c2=0.035456409715521185, score=0.682397 -   1.0s
+[CV] c1=0.1942293390156905, c2=0.0118048238421011 ....................
+[CV]  c1=0.1942293390156905, c2=0.0118048238421011, score=0.721334 -   1.0s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.586573 -   1.1s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.687750 -   0.9s
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.899703 -   1.1s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.826869 -   1.2s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.660012 -   1.1s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.870586 -   1.2s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.654823 -   1.2s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.569039 -   0.7s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.807016 -   1.3s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.906853 -   1.2s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.678288 -   1.3s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.766835 -   1.2s
+[CV] c1=0.15761238349200285, c2=0.002525593517619589 .................
+[CV]  c1=0.15761238349200285, c2=0.002525593517619589, score=0.674776 -   1.0s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.782641 -   1.0s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.656490 -   1.1s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.686713 -   1.1s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.896193 -   1.2s
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.715320 -   1.4s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.860729 -   1.3s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.573749 -   1.1s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.698982 -   1.1s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.905489 -   0.9s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.599785 -   0.8s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.654823 -   1.0s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.875991 -   1.2s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.815463 -   1.0s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.710539 -   1.1s
+[CV] c1=0.7414419018297659, c2=0.12193121091232882 ...................
+[CV]  c1=0.7414419018297659, c2=0.12193121091232882, score=0.553828 -   0.5s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.625815 -   1.1s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.860536 -   1.2s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.920970 -   1.2s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.659056 -   1.2s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.659253 -   1.1s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.705332 -   1.1s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.606859 -   1.0s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.793956 -   1.2s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.787287 -   1.3s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.906853 -   1.1s
+[CV] c1=0.15761238349200285, c2=0.002525593517619589 .................
+[CV]  c1=0.15761238349200285, c2=0.002525593517619589, score=0.703150 -   1.1s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.761418 -   1.2s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.905489 -   1.2s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.605840 -   1.1s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.761818 -   1.1s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.812195 -   1.1s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.660012 -   1.1s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.551686 -   1.0s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.784955 -   1.2s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.607039 -   1.1s
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.919762 -   1.2s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.730124 -   1.3s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.761818 -   1.3s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.843581 -   1.2s
+[CV] c1=0.7414419018297659, c2=0.12193121091232882 ...................
+[CV]  c1=0.7414419018297659, c2=0.12193121091232882, score=0.624832 -   0.8s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.664849 -   1.1s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.915377 -   1.1s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.857493 -   1.4s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.540524 -   0.9s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.724290 -   1.2s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.866790 -   1.2s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.899703 -   1.1s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.883954 -   1.2s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.526041 -   1.0s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.883954 -   1.2s
+[CV] c1=0.15761238349200285, c2=0.002525593517619589 .................
+[CV]  c1=0.15761238349200285, c2=0.002525593517619589, score=0.761597 -   1.4s
+[CV] c1=0.10252491344185391, c2=0.035456409715521185 .................
+[CV]  c1=0.10252491344185391, c2=0.035456409715521185, score=0.906853 -   1.1s
+[CV] c1=0.1942293390156905, c2=0.0118048238421011 ....................
+[CV]  c1=0.1942293390156905, c2=0.0118048238421011, score=0.577889 -   0.9s
+[CV] c1=0.32462532886586554, c2=0.018288220546846753 .................
+[CV]  c1=0.32462532886586554, c2=0.018288220546846753, score=0.721334 -   1.4s
+[CV] c1=0.7414419018297659, c2=0.12193121091232882 ...................
+[CV]  c1=0.7414419018297659, c2=0.12193121091232882, score=0.815463 -   0.9s
+[CV] c1=0.15761238349200285, c2=0.002525593517619589 .................
+[CV]  c1=0.15761238349200285, c2=0.002525593517619589, score=0.661281 -   1.4s
+[CV] c1=0.10252491344185391, c2=0.035456409715521185 .................
+[CV]  c1=0.10252491344185391, c2=0.035456409715521185, score=0.779725 -   1.2s
+[CV] c1=0.1942293390156905, c2=0.0118048238421011 ....................
+[CV]  c1=0.1942293390156905, c2=0.0118048238421011, score=0.906853 -   1.2s
+[CV] c1=0.32462532886586554, c2=0.018288220546846753 .................
+[CV]  c1=0.32462532886586554, c2=0.018288220546846753, score=0.580556 -   1.0s
+[CV] c1=0.7414419018297659, c2=0.12193121091232882 ...................
+[CV]  c1=0.7414419018297659, c2=0.12193121091232882, score=0.794740 -   1.0s
+[CV] c1=0.15761238349200285, c2=0.002525593517619589 .................
+[CV]  c1=0.15761238349200285, c2=0.002525593517619589, score=0.928170 -   1.4s
+[CV] c1=0.10252491344185391, c2=0.035456409715521185 .................
+[CV]  c1=0.10252491344185391, c2=0.035456409715521185, score=0.929766 -   1.1s
+[CV] c1=0.1942293390156905, c2=0.0118048238421011 ....................
+[CV]  c1=0.1942293390156905, c2=0.0118048238421011, score=0.938387 -   1.2s
+[CV] c1=0.32462532886586554, c2=0.018288220546846753 .................
+[CV]  c1=0.32462532886586554, c2=0.018288220546846753, score=0.879383 -   1.1s
+[CV] c1=0.7414419018297659, c2=0.12193121091232882 ...................
+[CV]  c1=0.7414419018297659, c2=0.12193121091232882, score=0.670787 -   1.1s
+[CV] c1=0.15761238349200285, c2=0.002525593517619589 .................
+[CV]  c1=0.15761238349200285, c2=0.002525593517619589, score=0.906853 -   1.3s
+[CV] c1=0.10252491344185391, c2=0.035456409715521185 .................
+[CV]  c1=0.10252491344185391, c2=0.035456409715521185, score=0.603251 -   0.9s
+[CV] c1=0.1942293390156905, c2=0.0118048238421011 ....................
+[CV]  c1=0.1942293390156905, c2=0.0118048238421011, score=0.848001 -   1.3s
+[CV] c1=0.32462532886586554, c2=0.018288220546846753 .................
+[CV]  c1=0.32462532886586554, c2=0.018288220546846753, score=0.740663 -   1.2s
+[CV] c1=0.7414419018297659, c2=0.12193121091232882 ...................
+[CV]  c1=0.7414419018297659, c2=0.12193121091232882, score=0.878327 -   0.9s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.740663 -   1.0s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.875991 -   1.2s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.716266 -   1.3s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.578869 -   1.1s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.753693 -   1.1s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.674776 -   0.8s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.729308 -   1.2s
+[CV] c1=0.035487685725177805, c2=0.07066796438693485 .................
+[CV]  c1=0.035487685725177805, c2=0.07066796438693485, score=0.607039 -   0.9s
+[CV] c1=0.7754820747377101, c2=0.12099050393613156 ...................
+[CV]  c1=0.7754820747377101, c2=0.12099050393613156, score=0.787287 -   1.3s
+[CV] c1=0.38805051498984994, c2=0.01477620810001598 ..................
+[CV]  c1=0.38805051498984994, c2=0.01477620810001598, score=0.782641 -   1.4s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.720311 -   1.2s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.919762 -   1.1s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.729308 -   1.2s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.788630 -   1.1s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.852821 -   1.1s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.906853 -   1.2s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.547996 -   1.0s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.855614 -   1.2s
+[CV] c1=1.2077186464874288, c2=0.11106721030811739 ...................
+[CV]  c1=1.2077186464874288, c2=0.11106721030811739, score=0.722890 -   1.1s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.728584 -   1.1s
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.812131 -   1.1s
+[CV] c1=0.5672718732034153, c2=0.02408083022682672 ...................
+[CV]  c1=0.5672718732034153, c2=0.02408083022682672, score=0.899703 -   1.3s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.841313 -   1.4s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.852672 -   1.2s
+[CV] c1=0.725079276744011, c2=0.0025324013059438034 ..................
+[CV]  c1=0.725079276744011, c2=0.0025324013059438034, score=0.843338 -   1.2s
+[CV] c1=0.15761238349200285, c2=0.002525593517619589 .................
+[CV]  c1=0.15761238349200285, c2=0.002525593517619589, score=0.867217 -   1.5s
+[CV] c1=0.10252491344185391, c2=0.035456409715521185 .................
+[CV]  c1=0.10252491344185391, c2=0.035456409715521185, score=0.866790 -   1.1s
+[CV] c1=0.1942293390156905, c2=0.0118048238421011 ....................
+[CV]  c1=0.1942293390156905, c2=0.0118048238421011, score=0.741434 -   1.3s
+[CV] c1=0.32462532886586554, c2=0.018288220546846753 .................
+[CV]  c1=0.32462532886586554, c2=0.018288220546846753, score=0.920970 -   1.1s
+[CV] c1=0.7414419018297659, c2=0.12193121091232882 ...................
+[CV]  c1=0.7414419018297659, c2=0.12193121091232882, score=0.728987 -   0.9s
+[CV] c1=0.08401658210095098, c2=0.01884625069711085 ..................
+[CV]  c1=0.08401658210095098, c2=0.01884625069711085, score=0.920970 -   1.5s
+[CV] c1=0.10252491344185391, c2=0.035456409715521185 .................
+[CV]  c1=0.10252491344185391, c2=0.035456409715521185, score=0.814619 -   1.2s
+[CV] c1=0.1942293390156905, c2=0.0118048238421011 ....................
+[CV]  c1=0.1942293390156905, c2=0.0118048238421011, score=0.839369 -   1.1s
+[CV] c1=0.32462532886586554, c2=0.018288220546846753 .................
+[CV]  c1=0.32462532886586554, c2=0.018288220546846753, score=0.838429 -   1.1s
+[CV] c1=0.7414419018297659, c2=0.12193121091232882 ...................
+[CV]  c1=0.7414419018297659, c2=0.12193121091232882, score=0.691890 -   1.1s
+[CV] c1=0.489724053657197, c2=0.044922427709806804 ...................
+[CV]  c1=0.489724053657197, c2=0.044922427709806804, score=0.656490 -   1.2s
+[CV] c1=0.037804502799856664, c2=0.17775310605580735 .................
+[CV]  c1=0.037804502799856664, c2=0.17775310605580735, score=0.707931 -   1.2s
+[CV] c1=0.48021458727568206, c2=0.024520344430852173 .................
+[CV]  c1=0.48021458727568206, c2=0.024520344430852173, score=0.710539 -   1.2s
+[CV] c1=1.1913664771508643, c2=0.02636126240604801 ...................
+[CV]  c1=1.1913664771508643, c2=0.02636126240604801, score=0.677417 -   1.2s
+[CV] c1=0.011396903498125098, c2=0.08331303274987872 .................
+[CV]  c1=0.011396903498125098, c2=0.08331303274987872, score=0.866790 -   1.1s
+[CV] c1=0.389627350050321, c2=0.20541641674647737 ....................
+[CV]  c1=0.389627350050321, c2=0.20541641674647737, score=0.877067 -   1.1s
+[CV] c1=0.478213957506215, c2=0.020477014457446593 ...................
+[CV]  c1=0.478213957506215, c2=0.020477014457446593, score=0.793956 -   1.2s
+[CV] c1=0.585686407327112, c2=0.012901559348345326 ...................
+[CV]  c1=0.585686407327112, c2=0.012901559348345326, score=0.852821 -   1.4s
+[CV] c1=0.32462532886586554, c2=0.018288220546846753 .................
+[CV]  c1=0.32462532886586554, c2=0.018288220546846753, score=0.848001 -   1.3s
+[CV] c1=0.7414419018297659, c2=0.12193121091232882 ...................
+[CV]  c1=0.7414419018297659, c2=0.12193121091232882, score=0.853988 -   1.0s
+Training done in: 7.486107s
+     Saving training model...
+        Saving training model done in: 0.013334s
+*********************************
+Prediction done in: 0.023981s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: True True
+Report file: _v2
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.004035s
+-------------------------------- FEATURES --------------------------------
+--------------------------Features Training ---------------------------
+            0      1
+0       lemma      1
+1      postag     CD
+2    -1:lemma     pq
+3   -1:postag     NN
+4      hUpper  False
+5      hLower  False
+6      hGreek  False
+7        symb  False
+8    word[:1]      1
+9        word      1
+10    isUpper  False
+11    isLower  False
+12    isGreek  False
+13   isNumber   True
+14    -1:word     PQ
+--------------------------- FeaturesTest -----------------------------
+            0          1
+0       lemma  delta-fnr
+1      postag         NN
+2    -1:lemma          _
+3   -1:postag         NN
+4    +1:lemma          _
+5   +1:postag         CD
+6      hUpper      False
+7      hLower      False
+8      hGreek      False
+9        symb       True
+10   word[:1]          d
+11   word[:2]         de
+12       word  delta-fnr
+13    isUpper      False
+14    isLower       True
+15    isGreek      False
+16   isNumber      False
+17    -1:word          _
+18    +1:word          _
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.719482 -   1.7s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.964829 -   1.8s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.671893 -   1.4s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.860861 -   1.8s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.714313 -   1.7s
+[CV] c1=0.5522760556298829, c2=0.011764289096805257 ..................
+[CV]  c1=0.5522760556298829, c2=0.011764289096805257, score=0.932342 -   1.5s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.893986 -   1.6s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.850267 -   1.6s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.713686 -   1.4s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.728846 -   1.7s
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.715320 -   1.7s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.854753 -   1.6s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.644709 -   1.7s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.868023 -   2.1s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.628257 -   1.6s
+[CV] c1=0.4078998263978875, c2=0.03823537952712818 ...................
+[CV]  c1=0.4078998263978875, c2=0.03823537952712818, score=0.729114 -   1.5s
+[CV] c1=1.0979918753546847, c2=0.002918879102946894 ..................
+[CV]  c1=1.0979918753546847, c2=0.002918879102946894, score=0.805804 -   1.7s
+[CV] c1=1.9851987092826848, c2=0.05255571087688783 ...................
+[CV]  c1=1.9851987092826848, c2=0.05255571087688783, score=0.630354 -   1.3s
+[CV] c1=0.7263916143048589, c2=0.031205799626709132 ..................
+[CV]  c1=0.7263916143048589, c2=0.031205799626709132, score=0.714493 -   1.6s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.750968 -   1.8s
+[CV] c1=0.5522760556298829, c2=0.011764289096805257 ..................
+[CV]  c1=0.5522760556298829, c2=0.011764289096805257, score=0.696002 -   1.5s
+[CV] c1=1.0979918753546847, c2=0.002918879102946894 ..................
+[CV]  c1=1.0979918753546847, c2=0.002918879102946894, score=0.664975 -   1.4s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.745162 -   1.7s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.792078 -   1.8s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.947941 -   1.6s
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.628257 -   1.4s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.718319 -   1.8s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.855472 -   1.7s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.757924 -   1.8s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.885770 -   1.9s
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.885770 -   1.8s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.708131 -   1.3s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.709305 -   1.6s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.709789 -   1.9s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.854474 -   1.8s
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.706850 -   1.6s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.778194 -   1.4s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.657958 -   1.7s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.718319 -   2.0s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.879698 -   1.9s
+[CV] c1=0.5522760556298829, c2=0.011764289096805257 ..................
+[CV]  c1=0.5522760556298829, c2=0.011764289096805257, score=0.760487 -   1.3s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.733738 -   1.8s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.666232 -   1.7s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.887504 -   2.0s
+[CV] c1=0.19555004078116134, c2=0.013719557943369584 .................
+[CV]  c1=0.19555004078116134, c2=0.013719557943369584, score=0.729277 -   1.6s
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.766835 -   1.6s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.868023 -   1.8s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.682610 -   1.6s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.959209 -   1.8s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.778194 -   1.8s
+[CV] c1=0.4078998263978875, c2=0.03823537952712818 ...................
+[CV]  c1=0.4078998263978875, c2=0.03823537952712818, score=0.885770 -   1.8s
+[CV] c1=0.6094784835218059, c2=0.01690933209411638 ...................
+[CV]  c1=0.6094784835218059, c2=0.01690933209411638, score=0.730987 -   1.4s
+[CV] c1=0.4346959767707268, c2=0.004694241666253667 ..................
+[CV]  c1=0.4346959767707268, c2=0.004694241666253667, score=0.709789 -   1.6s
+[CV] c1=0.7263916143048589, c2=0.031205799626709132 ..................
+[CV]  c1=0.7263916143048589, c2=0.031205799626709132, score=0.887052 -   1.7s
+[CV] c1=0.19555004078116134, c2=0.013719557943369584 .................
+[CV]  c1=0.19555004078116134, c2=0.013719557943369584, score=0.779163 -   1.6s
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.864078 -   1.8s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.747961 -   1.6s
+[CV] c1=1.6285175067140285, c2=0.06773142195214325 ...................
+[CV]  c1=1.6285175067140285, c2=0.06773142195214325, score=0.883968 -   1.6s
+[CV] c1=0.30683200632675367, c2=0.019783947264900577 .................
+[CV]  c1=0.30683200632675367, c2=0.019783947264900577, score=0.941969 -   1.8s
+[CV] c1=0.03158220752670695, c2=0.051210940198560144 .................
+[CV]  c1=0.03158220752670695, c2=0.051210940198560144, score=0.901159 -   1.9s
+[CV] c1=0.4078998263978875, c2=0.03823537952712818 ...................
+[CV]  c1=0.4078998263978875, c2=0.03823537952712818, score=0.709789 -   1.7s
+[CV] c1=1.0979918753546847, c2=0.002918879102946894 ..................
+[CV]  c1=1.0979918753546847, c2=0.002918879102946894, score=0.883806 -   1.6s
+[CV] c1=1.9851987092826848, c2=0.05255571087688783 ...................
+[CV]  c1=1.9851987092826848, c2=0.05255571087688783, score=0.849709 -   1.7s
+[CV] c1=0.7263916143048589, c2=0.031205799626709132 ..................
+[CV]  c1=0.7263916143048589, c2=0.031205799626709132, score=0.930418 -   1.7s
+[CV] c1=0.19555004078116134, c2=0.013719557943369584 .................
+[CV]  c1=0.19555004078116134, c2=0.013719557943369584, score=0.888519 -   1.7s
+[CV] c1=0.4078998263978875, c2=0.03823537952712818 ...................
+[CV]  c1=0.4078998263978875, c2=0.03823537952712818, score=0.881641 -   1.8s
+[CV] c1=0.6094784835218059, c2=0.01690933209411638 ...................
+[CV]  c1=0.6094784835218059, c2=0.01690933209411638, score=0.887052 -   1.8s
+[CV] c1=0.4346959767707268, c2=0.004694241666253667 ..................
+[CV]  c1=0.4346959767707268, c2=0.004694241666253667, score=0.720815 -   1.5s
+[CV] c1=0.48552233382782606, c2=0.16512343963590606 ..................
+[CV]  c1=0.48552233382782606, c2=0.16512343963590606, score=0.852225 -   1.8s
+[CV] c1=0.4728739554959987, c2=0.22420666837898567 ...................
+[CV]  c1=0.4728739554959987, c2=0.22420666837898567, score=0.880778 -   1.4s
+[CV] c1=0.5522760556298829, c2=0.011764289096805257 ..................
+[CV]  c1=0.5522760556298829, c2=0.011764289096805257, score=0.715254 -   1.7s
+[CV] c1=1.0979918753546847, c2=0.002918879102946894 ..................
+[CV]  c1=1.0979918753546847, c2=0.002918879102946894, score=0.807056 -   1.6s
+[CV] c1=1.9851987092826848, c2=0.05255571087688783 ...................
+[CV]  c1=1.9851987092826848, c2=0.05255571087688783, score=0.855472 -   1.8s
+[CV] c1=0.7263916143048589, c2=0.031205799626709132 ..................
+[CV]  c1=0.7263916143048589, c2=0.031205799626709132, score=0.779866 -   1.7s
+[CV] c1=0.19555004078116134, c2=0.013719557943369584 .................
+[CV]  c1=0.19555004078116134, c2=0.013719557943369584, score=0.943602 -   1.8s
+[CV] c1=0.5522760556298829, c2=0.011764289096805257 ..................
+[CV]  c1=0.5522760556298829, c2=0.011764289096805257, score=0.847994 -   1.7s
+[CV] c1=1.0979918753546847, c2=0.002918879102946894 ..................
+[CV]  c1=1.0979918753546847, c2=0.002918879102946894, score=0.919451 -   1.5s
+[CV] c1=1.9851987092826848, c2=0.05255571087688783 ...................
+[CV]  c1=1.9851987092826848, c2=0.05255571087688783, score=0.657337 -   1.7s
+[CV] c1=0.7263916143048589, c2=0.031205799626709132 ..................
+[CV]  c1=0.7263916143048589, c2=0.031205799626709132, score=0.876022 -   1.9s
+[CV] c1=0.19555004078116134, c2=0.013719557943369584 .................
+[CV]  c1=0.19555004078116134, c2=0.013719557943369584, score=0.943015 -   1.6s
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.941969 -   1.7s
+[CV] c1=1.0979918753546847, c2=0.002918879102946894 ..................
+[CV]  c1=1.0979918753546847, c2=0.002918879102946894, score=0.704193 -   2.0s
+[CV] c1=0.4346959767707268, c2=0.004694241666253667 ..................
+[CV]  c1=0.4346959767707268, c2=0.004694241666253667, score=0.729114 -   1.8s
+[CV] c1=0.48552233382782606, c2=0.16512343963590606 ..................
+[CV]  c1=0.48552233382782606, c2=0.16512343963590606, score=0.696480 -   1.8s
+[CV] c1=0.4728739554959987, c2=0.22420666837898567 ...................
+[CV]  c1=0.4728739554959987, c2=0.22420666837898567, score=0.696480 -   1.7s
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.901159 -   1.7s
+[CV] c1=1.0979918753546847, c2=0.002918879102946894 ..................
+[CV]  c1=1.0979918753546847, c2=0.002918879102946894, score=0.737623 -   1.9s
+[CV] c1=1.9851987092826848, c2=0.05255571087688783 ...................
+[CV]  c1=1.9851987092826848, c2=0.05255571087688783, score=0.814578 -   1.8s
+[CV] c1=0.7263916143048589, c2=0.031205799626709132 ..................
+[CV]  c1=0.7263916143048589, c2=0.031205799626709132, score=0.698638 -   1.6s
+[CV] c1=0.19555004078116134, c2=0.013719557943369584 .................
+[CV]  c1=0.19555004078116134, c2=0.013719557943369584, score=0.902851 -   1.7s
+[CV] c1=0.4078998263978875, c2=0.03823537952712818 ...................
+[CV]  c1=0.4078998263978875, c2=0.03823537952712818, score=0.893939 -   1.6s
+[CV] c1=0.6094784835218059, c2=0.01690933209411638 ...................
+[CV]  c1=0.6094784835218059, c2=0.01690933209411638, score=0.714493 -   1.3s
+[CV] c1=1.9851987092826848, c2=0.05255571087688783 ...................
+[CV]  c1=1.9851987092826848, c2=0.05255571087688783, score=0.644709 -   1.6s
+[CV] c1=0.7263916143048589, c2=0.031205799626709132 ..................
+[CV]  c1=0.7263916143048589, c2=0.031205799626709132, score=0.709841 -   1.9s
+[CV] c1=0.19555004078116134, c2=0.013719557943369584 .................
+[CV]  c1=0.19555004078116134, c2=0.013719557943369584, score=0.718319 -   1.8s
+[CV] c1=0.10648945642165056, c2=0.015449511254995961 .................
+[CV]  c1=0.10648945642165056, c2=0.015449511254995961, score=0.839790 -   1.6s
+[CV] c1=0.8236049945299427, c2=0.15208965114284034 ...................
+[CV]  c1=0.8236049945299427, c2=0.15208965114284034, score=0.692982 -   1.6s
+[CV] c1=0.4346959767707268, c2=0.004694241666253667 ..................
+[CV]  c1=0.4346959767707268, c2=0.004694241666253667, score=0.746445 -   1.7s
+[CV] c1=0.48552233382782606, c2=0.16512343963590606 ..................
+[CV]  c1=0.48552233382782606, c2=0.16512343963590606, score=0.667313 -   1.8s
+[CV] c1=0.4728739554959987, c2=0.22420666837898567 ...................
+[CV]  c1=0.4728739554959987, c2=0.22420666837898567, score=0.747466 -   1.4s
+[CV] c1=0.07231471163871557, c2=0.09430964775259432 ..................
+[CV]  c1=0.07231471163871557, c2=0.09430964775259432, score=0.884598 -   1.7s
+[CV] c1=0.2858121257516539, c2=0.017143803593821803 ..................
+[CV]  c1=0.2858121257516539, c2=0.017143803593821803, score=0.932342 -   1.8s
+[CV] c1=1.9851987092826848, c2=0.05255571087688783 ...................
+[CV]  c1=1.9851987092826848, c2=0.05255571087688783, score=0.703764 -   1.8s
+[CV] c1=0.7263916143048589, c2=0.031205799626709132 ..................
+[CV]  c1=0.7263916143048589, c2=0.031205799626709132, score=0.880433 -   1.9s
+[CV] c1=0.19555004078116134, c2=0.013719557943369584 .................
+[CV]  c1=0.19555004078116134, c2=0.013719557943369584, score=0.792078 -   1.9s
+[CV] c1=0.10648945642165056, c2=0.015449511254995961 .................
+[CV]  c1=0.10648945642165056, c2=0.015449511254995961, score=0.723951 -   1.5s
+[CV] c1=0.6094784835218059, c2=0.01690933209411638 ...................
+[CV]  c1=0.6094784835218059, c2=0.01690933209411638, score=0.715254 -   1.7s
+[CV] c1=0.4346959767707268, c2=0.004694241666253667 ..................
+[CV]  c1=0.4346959767707268, c2=0.004694241666253667, score=0.885770 -   1.8s
+[CV] c1=0.48552233382782606, c2=0.16512343963590606 ..................
+[CV]  c1=0.48552233382782606, c2=0.16512343963590606, score=0.901133 -   1.8s
+[CV] c1=0.4728739554959987, c2=0.22420666837898567 ...................
+[CV]  c1=0.4728739554959987, c2=0.22420666837898567, score=0.674297 -   1.5s
+[CV] c1=0.5522760556298829, c2=0.011764289096805257 ..................
+[CV]  c1=0.5522760556298829, c2=0.011764289096805257, score=0.763480 -   1.9s
+[CV] c1=0.6094784835218059, c2=0.01690933209411638 ...................
+[CV]  c1=0.6094784835218059, c2=0.01690933209411638, score=0.828415 -   1.8s
+[CV] c1=0.4346959767707268, c2=0.004694241666253667 ..................
+[CV]  c1=0.4346959767707268, c2=0.004694241666253667, score=0.952185 -   1.9s
+[CV] c1=0.48552233382782606, c2=0.16512343963590606 ..................
+[CV]  c1=0.48552233382782606, c2=0.16512343963590606, score=0.685915 -   1.5s
+[CV] c1=0.4728739554959987, c2=0.22420666837898567 ...................
+[CV]  c1=0.4728739554959987, c2=0.22420666837898567, score=0.852225 -   1.6s
+[CV] c1=0.4078998263978875, c2=0.03823537952712818 ...................
+[CV]  c1=0.4078998263978875, c2=0.03823537952712818, score=0.754322 -   1.7s
+[CV] c1=0.6094784835218059, c2=0.01690933209411638 ...................
+[CV]  c1=0.6094784835218059, c2=0.01690933209411638, score=0.675603 -   1.6s
+[CV] c1=0.4346959767707268, c2=0.004694241666253667 ..................
+[CV]  c1=0.4346959767707268, c2=0.004694241666253667, score=0.861212 -   1.9s
+[CV] c1=0.48552233382782606, c2=0.16512343963590606 ..................
+[CV]  c1=0.48552233382782606, c2=0.16512343963590606, score=0.932342 -   1.7s
+[CV] c1=0.4728739554959987, c2=0.22420666837898567 ...................
+[CV]  c1=0.4728739554959987, c2=0.22420666837898567, score=0.600747 -   1.4s
+[CV] c1=0.4078998263978875, c2=0.03823537952712818 ...................
+[CV]  c1=0.4078998263978875, c2=0.03823537952712818, score=0.868023 -   1.4s
+[CV] c1=1.0979918753546847, c2=0.002918879102946894 ..................
+[CV]  c1=1.0979918753546847, c2=0.002918879102946894, score=0.837432 -   1.7s
+[CV] c1=1.9851987092826848, c2=0.05255571087688783 ...................
+[CV]  c1=1.9851987092826848, c2=0.05255571087688783, score=0.655059 -   1.8s
+[CV] c1=0.48552233382782606, c2=0.16512343963590606 ..................
+[CV]  c1=0.48552233382782606, c2=0.16512343963590606, score=0.719074 -   1.8s
+[CV] c1=0.4728739554959987, c2=0.22420666837898567 ...................
+[CV]  c1=0.4728739554959987, c2=0.22420666837898567, score=0.719074 -   1.7s
+[CV] c1=0.10648945642165056, c2=0.015449511254995961 .................
+[CV]  c1=0.10648945642165056, c2=0.015449511254995961, score=0.603309 -   1.3s
+[CV] c1=0.8236049945299427, c2=0.15208965114284034 ...................
+[CV]  c1=0.8236049945299427, c2=0.15208965114284034, score=0.787795 -   1.7s
+[CV] c1=0.046498819434789694, c2=0.007495861195002632 ................
+[CV]  c1=0.046498819434789694, c2=0.007495861195002632, score=0.719482 -   1.6s
+[CV] c1=0.48552233382782606, c2=0.16512343963590606 ..................
+[CV]  c1=0.48552233382782606, c2=0.16512343963590606, score=0.674297 -   1.6s
+[CV] c1=0.4728739554959987, c2=0.22420666837898567 ...................
+[CV]  c1=0.4728739554959987, c2=0.22420666837898567, score=0.854753 -   1.7s
+[CV] c1=0.5522760556298829, c2=0.011764289096805257 ..................
+[CV]  c1=0.5522760556298829, c2=0.011764289096805257, score=0.849461 -   1.9s
+[CV] c1=0.6094784835218059, c2=0.01690933209411638 ...................
+[CV]  c1=0.6094784835218059, c2=0.01690933209411638, score=0.849461 -   1.9s
+[CV] c1=0.4346959767707268, c2=0.004694241666253667 ..................
+[CV]  c1=0.4346959767707268, c2=0.004694241666253667, score=0.932342 -   1.8s
+[CV] c1=1.3104946340308028, c2=0.016932301174739674 ..................
+[CV]  c1=1.3104946340308028, c2=0.016932301174739674, score=0.692156 -   1.8s
+[CV] c1=0.021441360234559073, c2=0.04563400559940925 .................
+[CV]  c1=0.021441360234559073, c2=0.04563400559940925, score=0.714313 -   1.4s
+[CV] c1=0.4078998263978875, c2=0.03823537952712818 ...................
+[CV]  c1=0.4078998263978875, c2=0.03823537952712818, score=0.705001 -   1.6s
+[CV] c1=0.6094784835218059, c2=0.01690933209411638 ...................
+[CV]  c1=0.6094784835218059, c2=0.01690933209411638, score=0.932342 -   1.9s
+[CV] c1=0.046498819434789694, c2=0.007495861195002632 ................
+[CV]  c1=0.046498819434789694, c2=0.007495861195002632, score=0.798468 -   1.7s
+[CV] c1=0.48552233382782606, c2=0.16512343963590606 ..................
+[CV]  c1=0.48552233382782606, c2=0.16512343963590606, score=0.887504 -   1.7s
+[CV] c1=0.4728739554959987, c2=0.22420666837898567 ...................
+[CV]  c1=0.4728739554959987, c2=0.22420666837898567, score=0.887504 -   1.5s
+[CV] c1=0.5522760556298829, c2=0.011764289096805257 ..................
+[CV]  c1=0.5522760556298829, c2=0.011764289096805257, score=0.880778 -   1.9s
+[CV] c1=1.0979918753546847, c2=0.002918879102946894 ..................
+[CV]  c1=1.0979918753546847, c2=0.002918879102946894, score=0.699725 -   1.3s
+[CV] c1=1.9851987092826848, c2=0.05255571087688783 ...................
+[CV]  c1=1.9851987092826848, c2=0.05255571087688783, score=0.657958 -   1.8s
+[CV] c1=0.7263916143048589, c2=0.031205799626709132 ..................
+[CV]  c1=0.7263916143048589, c2=0.031205799626709132, score=0.811024 -   1.8s
+[CV] c1=0.19555004078116134, c2=0.013719557943369584 .................
+[CV]  c1=0.19555004078116134, c2=0.013719557943369584, score=0.873401 -   1.7s
+[CV] c1=0.10648945642165056, c2=0.015449511254995961 .................
+[CV]  c1=0.10648945642165056, c2=0.015449511254995961, score=0.933701 -   1.6s
+[CV] c1=0.8236049945299427, c2=0.15208965114284034 ...................
+[CV]  c1=0.8236049945299427, c2=0.15208965114284034, score=0.901764 -   1.7s
+[CV] c1=0.046498819434789694, c2=0.007495861195002632 ................
+[CV]  c1=0.046498819434789694, c2=0.007495861195002632, score=0.651984 -   1.4s
+[CV] c1=1.3104946340308028, c2=0.016932301174739674 ..................
+[CV]  c1=1.3104946340308028, c2=0.016932301174739674, score=0.875476 -   1.8s
+[CV] c1=0.021441360234559073, c2=0.04563400559940925 .................
+[CV]  c1=0.021441360234559073, c2=0.04563400559940925, score=0.706850 -   1.4s
+[CV] c1=0.10648945642165056, c2=0.015449511254995961 .................
+[CV]  c1=0.10648945642165056, c2=0.015449511254995961, score=0.732294 -   1.8s
+[CV] c1=0.8236049945299427, c2=0.15208965114284034 ...................
+[CV]  c1=0.8236049945299427, c2=0.15208965114284034, score=0.876022 -   1.7s
+[CV] c1=0.046498819434789694, c2=0.007495861195002632 ................
+[CV]  c1=0.046498819434789694, c2=0.007495861195002632, score=0.792078 -   1.9s
+[CV] c1=1.3104946340308028, c2=0.016932301174739674 ..................
+[CV]  c1=1.3104946340308028, c2=0.016932301174739674, score=0.719347 -   1.3s
+[CV] c1=0.021441360234559073, c2=0.04563400559940925 .................
+[CV]  c1=0.021441360234559073, c2=0.04563400559940925, score=0.728846 -   1.5s
+[CV] c1=0.4078998263978875, c2=0.03823537952712818 ...................
+[CV]  c1=0.4078998263978875, c2=0.03823537952712818, score=0.746445 -   1.7s
+[CV] c1=0.8236049945299427, c2=0.15208965114284034 ...................
+[CV]  c1=0.8236049945299427, c2=0.15208965114284034, score=0.719074 -   1.8s
+[CV] c1=0.046498819434789694, c2=0.007495861195002632 ................
+[CV]  c1=0.046498819434789694, c2=0.007495861195002632, score=0.938702 -   1.6s
+[CV] c1=1.3104946340308028, c2=0.016932301174739674 ..................
+[CV]  c1=1.3104946340308028, c2=0.016932301174739674, score=0.750923 -   1.7s
+[CV] c1=0.021441360234559073, c2=0.04563400559940925 .................
+[CV]  c1=0.021441360234559073, c2=0.04563400559940925, score=0.854474 -   1.4s
+[CV] c1=0.10648945642165056, c2=0.015449511254995961 .................
+[CV]  c1=0.10648945642165056, c2=0.015449511254995961, score=0.943602 -   1.7s
+[CV] c1=0.8236049945299427, c2=0.15208965114284034 ...................
+[CV]  c1=0.8236049945299427, c2=0.15208965114284034, score=0.705909 -   1.6s
+[CV] c1=0.046498819434789694, c2=0.007495861195002632 ................
+[CV]  c1=0.046498819434789694, c2=0.007495861195002632, score=0.698041 -   1.7s
+[CV] c1=1.3104946340308028, c2=0.016932301174739674 ..................
+[CV]  c1=1.3104946340308028, c2=0.016932301174739674, score=0.699565 -   1.7s
+[CV] c1=0.021441360234559073, c2=0.04563400559940925 .................
+[CV]  c1=0.021441360234559073, c2=0.04563400559940925, score=0.778194 -   1.4s
+[CV] c1=0.5522760556298829, c2=0.011764289096805257 ..................
+[CV]  c1=0.5522760556298829, c2=0.011764289096805257, score=0.887504 -   1.8s
+[CV] c1=0.6094784835218059, c2=0.01690933209411638 ...................
+[CV]  c1=0.6094784835218059, c2=0.01690933209411638, score=0.881641 -   1.9s
+[CV] c1=0.4346959767707268, c2=0.004694241666253667 ..................
+[CV]  c1=0.4346959767707268, c2=0.004694241666253667, score=0.882037 -   1.8s
+[CV] c1=1.3104946340308028, c2=0.016932301174739674 ..................
+[CV]  c1=1.3104946340308028, c2=0.016932301174739674, score=0.664975 -   1.9s
+[CV] c1=0.021441360234559073, c2=0.04563400559940925 .................
+[CV]  c1=0.021441360234559073, c2=0.04563400559940925, score=0.943015 -   1.3s
+[CV] c1=0.10648945642165056, c2=0.015449511254995961 .................
+[CV]  c1=0.10648945642165056, c2=0.015449511254995961, score=0.885770 -   1.7s
+[CV] c1=0.8236049945299427, c2=0.15208965114284034 ...................
+[CV]  c1=0.8236049945299427, c2=0.15208965114284034, score=0.843229 -   1.7s
+[CV] c1=0.046498819434789694, c2=0.007495861195002632 ................
+[CV]  c1=0.046498819434789694, c2=0.007495861195002632, score=0.860861 -   1.7s
+[CV] c1=1.3104946340308028, c2=0.016932301174739674 ..................
+[CV]  c1=1.3104946340308028, c2=0.016932301174739674, score=0.788564 -   1.9s
+[CV] c1=0.021441360234559073, c2=0.04563400559940925 .................
+[CV]  c1=0.021441360234559073, c2=0.04563400559940925, score=0.624694 -   1.3s
+[CV] c1=0.10648945642165056, c2=0.015449511254995961 .................
+[CV]  c1=0.10648945642165056, c2=0.015449511254995961, score=0.888519 -   1.6s
+[CV] c1=0.8236049945299427, c2=0.15208965114284034 ...................
+[CV]  c1=0.8236049945299427, c2=0.15208965114284034, score=0.680329 -   1.3s
+[CV] c1=0.046498819434789694, c2=0.007495861195002632 ................
+[CV]  c1=0.046498819434789694, c2=0.007495861195002632, score=0.872268 -   1.7s
+[CV] c1=1.3104946340308028, c2=0.016932301174739674 ..................
+[CV]  c1=1.3104946340308028, c2=0.016932301174739674, score=0.684029 -   1.6s
+[CV] c1=0.021441360234559073, c2=0.04563400559940925 .................
+[CV]  c1=0.021441360234559073, c2=0.04563400559940925, score=0.891699 -   1.5s
+[CV] c1=0.10648945642165056, c2=0.015449511254995961 .................
+[CV]  c1=0.10648945642165056, c2=0.015449511254995961, score=0.792078 -   1.6s
+[CV] c1=0.8236049945299427, c2=0.15208965114284034 ...................
+[CV]  c1=0.8236049945299427, c2=0.15208965114284034, score=0.925608 -   1.7s
+[CV] c1=0.046498819434789694, c2=0.007495861195002632 ................
+[CV]  c1=0.046498819434789694, c2=0.007495861195002632, score=0.870252 -   1.7s
+[CV] c1=1.3104946340308028, c2=0.016932301174739674 ..................
+[CV]  c1=1.3104946340308028, c2=0.016932301174739674, score=0.871212 -   1.7s
+[CV] c1=0.021441360234559073, c2=0.04563400559940925 .................
+[CV]  c1=0.021441360234559073, c2=0.04563400559940925, score=0.855704 -   1.4s
+Training done in: 11.278545s
+     Saving training model...
+        Saving training model done in: 0.014307s
+*********************************
+Prediction done in: 0.041099s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: False False
+Report file: _v9
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003781s
+{'lemma': 'δsoxs', 'postag': 'NN', '+1:lemma': 'pq', '+1:postag': 'NN'}
+{'lemma': 'affyexp', 'postag': 'JJ', '+1:lemma': '_', '+1:postag': 'NN'}
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.656490 -   1.1s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.643620 -   1.1s
+[CV] c1=0.4486050985597108, c2=0.00923136182458732 ...................
+[CV]  c1=0.4486050985597108, c2=0.00923136182458732, score=0.710539 -   1.3s
+[CV] c1=0.39114608628354247, c2=0.04029658321961293 ..................
+[CV]  c1=0.39114608628354247, c2=0.04029658321961293, score=0.899703 -   1.3s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.890667 -   1.1s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.784613 -   1.2s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.567237 -   0.9s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.679766 -   1.0s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.710539 -   1.2s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.848001 -   1.1s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.920970 -   1.1s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.918945 -   1.2s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.676244 -   1.0s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.577889 -   1.0s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.935924 -   1.1s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.723593 -   1.1s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.921915 -   1.2s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.562607 -   0.8s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.913072 -   0.9s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.654823 -   1.0s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.679766 -   1.0s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.721334 -   1.3s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.866790 -   1.1s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.847745 -   1.2s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.740663 -   1.0s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.899703 -   1.2s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.843585 -   1.1s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.632588 -   1.0s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.848001 -   1.1s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.752370 -   1.1s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.841313 -   1.1s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.674776 -   1.1s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.906853 -   1.1s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.741434 -   1.1s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.661281 -   1.1s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.740663 -   1.0s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.774739 -   1.3s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.920970 -   1.1s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.773651 -   1.2s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.593824 -   1.0s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.679766 -   1.1s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.883954 -   1.1s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.935386 -   1.2s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.654823 -   1.0s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.721334 -   1.2s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.760479 -   1.1s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.758128 -   1.1s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.899703 -   1.1s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.603356 -   1.0s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.935386 -   1.1s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.586182 -   1.0s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.819818 -   1.1s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.852146 -   1.2s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.937768 -   1.3s
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.753693 -   1.1s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.588945 -   1.0s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.587654 -   0.9s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.763058 -   1.2s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.727470 -   1.2s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.723492 -   1.0s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.721334 -   1.2s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.852821 -   1.3s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.703150 -   1.1s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.767606 -   1.1s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.921915 -   1.2s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.561061 -   0.9s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.723593 -   1.3s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.866790 -   1.1s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.866790 -   1.2s
+[CV] c1=1.1631641707070273, c2=0.023763063982595384 ..................
+[CV]  c1=1.1631641707070273, c2=0.023763063982595384, score=0.790142 -   1.0s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.526414 -   0.9s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.654823 -   1.0s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.915812 -   1.0s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.867500 -   1.2s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.867500 -   1.1s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.866790 -   1.1s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.760479 -   1.2s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.741434 -   1.2s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.899703 -   1.3s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.838429 -   1.1s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.721334 -   1.2s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.740663 -   1.2s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.628917 -   1.1s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.624832 -   1.0s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.906853 -   1.1s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.899703 -   1.1s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.899703 -   1.1s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.758128 -   1.1s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.861398 -   1.1s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.682397 -   1.0s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.872249 -   1.2s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.727061 -   1.2s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.859224 -   1.1s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.718941 -   1.2s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.763058 -   1.2s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.867889 -   1.1s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.848001 -   1.2s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.935924 -   1.1s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.902145 -   1.2s
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.708109 -   1.1s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.673654 -   1.1s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.607039 -   0.9s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.734454 -   1.2s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.632407 -   1.0s
+[CV] c1=1.1631641707070273, c2=0.023763063982595384 ..................
+[CV]  c1=1.1631641707070273, c2=0.023763063982595384, score=0.712560 -   1.1s
+[CV] c1=0.2526516086542792, c2=0.00238624899782224 ...................
+[CV]  c1=0.2526516086542792, c2=0.00238624899782224, score=0.843407 -   1.1s
+[CV] c1=0.4486050985597108, c2=0.00923136182458732 ...................
+[CV]  c1=0.4486050985597108, c2=0.00923136182458732, score=0.679766 -   0.9s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.794740 -   1.2s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.815463 -   0.9s
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.855614 -   1.1s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.605840 -   1.1s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.731639 -   1.1s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.891760 -   1.1s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.549351 -   0.9s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.906853 -   1.2s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.860755 -   1.1s
+[CV] c1=0.2505843507627238, c2=0.02792808991248863 ...................
+[CV]  c1=0.2505843507627238, c2=0.02792808991248863, score=0.872249 -   1.2s
+[CV] c1=0.3926811460995468, c2=0.0013244367466887003 .................
+[CV]  c1=0.3926811460995468, c2=0.0013244367466887003, score=0.738079 -   1.0s
+[CV] c1=0.0026565296514331023, c2=0.05402001809214133 ................
+[CV]  c1=0.0026565296514331023, c2=0.05402001809214133, score=0.946561 -   1.3s
+[CV] c1=0.20710070358327326, c2=0.014282330320157044 .................
+[CV]  c1=0.20710070358327326, c2=0.014282330320157044, score=0.866790 -   1.3s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.723537 -   1.1s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.687454 -   1.2s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.578486 -   1.0s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.768867 -   1.0s
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.538621 -   0.9s
+[CV] c1=0.4128620881801901, c2=0.04225367471784858 ...................
+[CV]  c1=0.4128620881801901, c2=0.04225367471784858, score=0.920970 -   1.1s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.720311 -   1.1s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.715320 -   1.2s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.708066 -   1.1s
+[CV] c1=1.1631641707070273, c2=0.023763063982595384 ..................
+[CV]  c1=1.1631641707070273, c2=0.023763063982595384, score=0.647745 -   1.0s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.662630 -   1.0s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.946561 -   1.2s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.753693 -   1.0s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.680672 -   1.1s
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.690815 -   1.1s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.627348 -   1.1s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.848001 -   1.2s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.682045 -   1.1s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.698793 -   1.0s
+[CV] c1=0.02824756371284651, c2=0.0335948035118798 ...................
+[CV]  c1=0.02824756371284651, c2=0.0335948035118798, score=0.607039 -   1.0s
+[CV] c1=0.25969741666753743, c2=0.027938172584771492 .................
+[CV]  c1=0.25969741666753743, c2=0.027938172584771492, score=0.867217 -   1.1s
+[CV] c1=0.4878310757485807, c2=0.05686345202582919 ...................
+[CV]  c1=0.4878310757485807, c2=0.05686345202582919, score=0.660012 -   1.0s
+[CV] c1=0.06596113672627639, c2=0.005613954965247502 .................
+[CV]  c1=0.06596113672627639, c2=0.005613954965247502, score=0.724515 -   1.2s
+[CV] c1=0.2467287269984389, c2=0.00376365828037806 ...................
+[CV]  c1=0.2467287269984389, c2=0.00376365828037806, score=0.674776 -   1.0s
+[CV] c1=0.07271681477281164, c2=0.02046865622687442 ..................
+[CV]  c1=0.07271681477281164, c2=0.02046865622687442, score=0.601571 -   0.7s
+[CV] c1=1.1631641707070273, c2=0.023763063982595384 ..................
+[CV]  c1=1.1631641707070273, c2=0.023763063982595384, score=0.646881 -   1.1s
+[CV] c1=0.2526516086542792, c2=0.00238624899782224 ...................
+[CV]  c1=0.2526516086542792, c2=0.00238624899782224, score=0.679766 -   1.0s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.867500 -   1.1s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.860755 -   1.1s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.775429 -   1.1s
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.904567 -   1.2s
+[CV] c1=0.2526516086542792, c2=0.00238624899782224 ...................
+[CV]  c1=0.2526516086542792, c2=0.00238624899782224, score=0.710539 -   1.2s
+[CV] c1=0.4486050985597108, c2=0.00923136182458732 ...................
+[CV]  c1=0.4486050985597108, c2=0.00923136182458732, score=0.852821 -   1.3s
+[CV] c1=0.39114608628354247, c2=0.04029658321961293 ..................
+[CV]  c1=0.39114608628354247, c2=0.04029658321961293, score=0.572450 -   0.9s
+[CV] c1=0.07271681477281164, c2=0.02046865622687442 ..................
+[CV]  c1=0.07271681477281164, c2=0.02046865622687442, score=0.674776 -   0.9s
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.761818 -   1.1s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.789900 -   1.1s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.895411 -   1.1s
+[CV] c1=0.6144514862830527, c2=0.07803079130334861 ...................
+[CV]  c1=0.6144514862830527, c2=0.07803079130334861, score=0.912680 -   1.1s
+[CV] c1=0.6228806234995589, c2=0.261535114687589 .....................
+[CV]  c1=0.6228806234995589, c2=0.261535114687589, score=0.843581 -   1.0s
+[CV] c1=1.1631641707070273, c2=0.023763063982595384 ..................
+[CV]  c1=1.1631641707070273, c2=0.023763063982595384, score=0.689868 -   1.1s
+[CV] c1=0.2526516086542792, c2=0.00238624899782224 ...................
+[CV]  c1=0.2526516086542792, c2=0.00238624899782224, score=0.921915 -   1.0s
+[CV] c1=0.4486050985597108, c2=0.00923136182458732 ...................
+[CV]  c1=0.4486050985597108, c2=0.00923136182458732, score=0.761418 -   1.1s
+[CV] c1=0.39114608628354247, c2=0.04029658321961293 ..................
+[CV]  c1=0.39114608628354247, c2=0.04029658321961293, score=0.848001 -   1.1s
+[CV] c1=0.07271681477281164, c2=0.02046865622687442 ..................
+[CV]  c1=0.07271681477281164, c2=0.02046865622687442, score=0.876382 -   0.9s
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.873177 -   1.3s
+[CV] c1=0.2526516086542792, c2=0.00238624899782224 ...................
+[CV]  c1=0.2526516086542792, c2=0.00238624899782224, score=0.869740 -   1.1s
+[CV] c1=0.4486050985597108, c2=0.00923136182458732 ...................
+[CV]  c1=0.4486050985597108, c2=0.00923136182458732, score=0.858883 -   1.1s
+[CV] c1=0.39114608628354247, c2=0.04029658321961293 ..................
+[CV]  c1=0.39114608628354247, c2=0.04029658321961293, score=0.860755 -   1.2s
+[CV] c1=0.07271681477281164, c2=0.02046865622687442 ..................
+[CV]  c1=0.07271681477281164, c2=0.02046865622687442, score=0.920970 -   0.8s
+[CV] c1=0.6194603776098887, c2=0.003983838476166578 ..................
+[CV]  c1=0.6194603776098887, c2=0.003983838476166578, score=0.899703 -   1.1s
+[CV] c1=1.529507873115847, c2=0.024136783344165424 ...................
+[CV]  c1=1.529507873115847, c2=0.024136783344165424, score=0.843581 -   1.0s
+[CV] c1=0.02551053031873781, c2=0.07127942992256919 ..................
+[CV]  c1=0.02551053031873781, c2=0.07127942992256919, score=0.906853 -   1.1s
+[CV] c1=0.39114608628354247, c2=0.04029658321961293 ..................
+[CV]  c1=0.39114608628354247, c2=0.04029658321961293, score=0.721334 -   1.2s
+[CV] c1=0.07271681477281164, c2=0.02046865622687442 ..................
+[CV]  c1=0.07271681477281164, c2=0.02046865622687442, score=0.848001 -   0.9s
+[CV] c1=1.1631641707070273, c2=0.023763063982595384 ..................
+[CV]  c1=1.1631641707070273, c2=0.023763063982595384, score=0.870586 -   1.3s
+[CV] c1=0.2526516086542792, c2=0.00238624899782224 ...................
+[CV]  c1=0.2526516086542792, c2=0.00238624899782224, score=0.572743 -   1.0s
+[CV] c1=0.4486050985597108, c2=0.00923136182458732 ...................
+[CV]  c1=0.4486050985597108, c2=0.00923136182458732, score=0.910647 -   1.0s
+[CV] c1=0.39114608628354247, c2=0.04029658321961293 ..................
+[CV]  c1=0.39114608628354247, c2=0.04029658321961293, score=0.874700 -   1.2s
+[CV] c1=0.07271681477281164, c2=0.02046865622687442 ..................
+[CV]  c1=0.07271681477281164, c2=0.02046865622687442, score=0.852146 -   1.0s
+[CV] c1=1.1631641707070273, c2=0.023763063982595384 ..................
+[CV]  c1=1.1631641707070273, c2=0.023763063982595384, score=0.686713 -   1.1s
+[CV] c1=0.2526516086542792, c2=0.00238624899782224 ...................
+[CV]  c1=0.2526516086542792, c2=0.00238624899782224, score=0.762808 -   1.2s
+[CV] c1=0.4486050985597108, c2=0.00923136182458732 ...................
+[CV]  c1=0.4486050985597108, c2=0.00923136182458732, score=0.899703 -   1.1s
+[CV] c1=0.39114608628354247, c2=0.04029658321961293 ..................
+[CV]  c1=0.39114608628354247, c2=0.04029658321961293, score=0.759149 -   1.1s
+[CV] c1=0.07271681477281164, c2=0.02046865622687442 ..................
+[CV]  c1=0.07271681477281164, c2=0.02046865622687442, score=0.906853 -   0.9s
+[CV] c1=1.1631641707070273, c2=0.023763063982595384 ..................
+[CV]  c1=1.1631641707070273, c2=0.023763063982595384, score=0.678288 -   1.2s
+[CV] c1=0.2526516086542792, c2=0.00238624899782224 ...................
+[CV]  c1=0.2526516086542792, c2=0.00238624899782224, score=0.740663 -   1.1s
+[CV] c1=0.4486050985597108, c2=0.00923136182458732 ...................
+[CV]  c1=0.4486050985597108, c2=0.00923136182458732, score=0.860729 -   1.3s
+[CV] c1=0.39114608628354247, c2=0.04029658321961293 ..................
+[CV]  c1=0.39114608628354247, c2=0.04029658321961293, score=0.920970 -   1.1s
+[CV] c1=0.07271681477281164, c2=0.02046865622687442 ..................
+[CV]  c1=0.07271681477281164, c2=0.02046865622687442, score=0.763058 -   0.9s
+[CV] c1=1.1631641707070273, c2=0.023763063982595384 ..................
+[CV]  c1=1.1631641707070273, c2=0.023763063982595384, score=0.548196 -   1.0s
+[CV] c1=0.2526516086542792, c2=0.00238624899782224 ...................
+[CV]  c1=0.2526516086542792, c2=0.00238624899782224, score=0.899703 -   1.1s
+[CV] c1=0.4486050985597108, c2=0.00923136182458732 ...................
+[CV]  c1=0.4486050985597108, c2=0.00923136182458732, score=0.556932 -   0.9s
+[CV] c1=0.39114608628354247, c2=0.04029658321961293 ..................
+[CV]  c1=0.39114608628354247, c2=0.04029658321961293, score=0.679766 -   1.1s
+[CV] c1=0.07271681477281164, c2=0.02046865622687442 ..................
+[CV]  c1=0.07271681477281164, c2=0.02046865622687442, score=0.720311 -   0.9s
+Training done in: 7.364966s
+     Saving training model...
+        Saving training model done in: 0.014886s
+*********************************
+Prediction done in: 0.025883s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: False False
+Report file: _v2
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003701s
+-------------------------------- FEATURES --------------------------------
+--------------------------Features Training ---------------------------
+           0      1
+0      lemma      1
+1     postag     CD
+2   -1:lemma     pq
+3  -1:postag     NN
+4   -2:lemma  δsoxs
+5  -2:postag     NN
+--------------------------- FeaturesTest -----------------------------
+           0          1
+0      lemma  delta-fnr
+1     postag         NN
+2   -1:lemma          _
+3  -1:postag         NN
+4   +1:lemma          _
+5  +1:postag         CD
+6   -2:lemma    affyexp
+7  -2:postag         JJ
+8   +2:lemma    glucose
+9  +2:postag         NN
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.14009357256950483, c2=0.009314873469817363 .................
+[CV]  c1=0.14009357256950483, c2=0.009314873469817363, score=0.765174 -   1.3s
+[CV] c1=0.5652943015138516, c2=0.0037589652831553928 .................
+[CV]  c1=0.5652943015138516, c2=0.0037589652831553928, score=0.873237 -   1.3s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.849739 -   1.3s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.850404 -   1.5s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.825973 -   1.4s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.713945 -   1.5s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.930099 -   1.4s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.880074 -   1.5s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.602692 -   1.2s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.741134 -   1.3s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.814966 -   1.3s
+[CV] c1=0.17774701316807118, c2=0.012695982200445625 .................
+[CV]  c1=0.17774701316807118, c2=0.012695982200445625, score=0.846366 -   1.3s
+[CV] c1=0.10611954839898095, c2=0.006346156532999689 .................
+[CV]  c1=0.10611954839898095, c2=0.006346156532999689, score=0.946893 -   1.3s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.713945 -   1.2s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.817898 -   1.5s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.783004 -   1.3s
+[CV] c1=0.17774701316807118, c2=0.012695982200445625 .................
+[CV]  c1=0.17774701316807118, c2=0.012695982200445625, score=0.883871 -   1.5s
+[CV] c1=0.10611954839898095, c2=0.006346156532999689 .................
+[CV]  c1=0.10611954839898095, c2=0.006346156532999689, score=0.617261 -   1.2s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.580603 -   0.9s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.705309 -   1.5s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.878755 -   1.4s
+[CV] c1=0.17774701316807118, c2=0.012695982200445625 .................
+[CV]  c1=0.17774701316807118, c2=0.012695982200445625, score=0.764892 -   1.3s
+[CV] c1=0.10611954839898095, c2=0.006346156532999689 .................
+[CV]  c1=0.10611954839898095, c2=0.006346156532999689, score=0.883871 -   1.3s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.873237 -   1.2s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.721789 -   1.2s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.860074 -   1.3s
+[CV] c1=0.17774701316807118, c2=0.012695982200445625 .................
+[CV]  c1=0.17774701316807118, c2=0.012695982200445625, score=0.880669 -   1.4s
+[CV] c1=0.10611954839898095, c2=0.006346156532999689 .................
+[CV]  c1=0.10611954839898095, c2=0.006346156532999689, score=0.855756 -   1.4s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.588336 -   1.1s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.755640 -   1.3s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.643984 -   1.2s
+[CV] c1=0.17774701316807118, c2=0.012695982200445625 .................
+[CV]  c1=0.17774701316807118, c2=0.012695982200445625, score=0.763666 -   1.3s
+[CV] c1=0.10611954839898095, c2=0.006346156532999689 .................
+[CV]  c1=0.10611954839898095, c2=0.006346156532999689, score=0.846366 -   1.3s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.755267 -   1.3s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.673745 -   1.3s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.922694 -   1.3s
+[CV] c1=0.17774701316807118, c2=0.012695982200445625 .................
+[CV]  c1=0.17774701316807118, c2=0.012695982200445625, score=0.673261 -   1.2s
+[CV] c1=0.10611954839898095, c2=0.006346156532999689 .................
+[CV]  c1=0.10611954839898095, c2=0.006346156532999689, score=0.875886 -   1.4s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.613486 -   1.3s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.624447 -   1.0s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.737002 -   1.3s
+[CV] c1=0.17774701316807118, c2=0.012695982200445625 .................
+[CV]  c1=0.17774701316807118, c2=0.012695982200445625, score=0.930099 -   1.3s
+[CV] c1=0.10611954839898095, c2=0.006346156532999689 .................
+[CV]  c1=0.10611954839898095, c2=0.006346156532999689, score=0.807783 -   1.4s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.577291 -   1.0s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.807783 -   1.3s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.855756 -   1.2s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.716841 -   1.4s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.602692 -   1.3s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.770157 -   1.3s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.828868 -   1.3s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.895825 -   1.3s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.602057 -   1.2s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.581839 -   1.0s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.906931 -   1.2s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.886235 -   1.3s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.774690 -   1.4s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.602692 -   1.3s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.707931 -   1.3s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.749874 -   1.2s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.877596 -   1.3s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.776342 -   1.4s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.753602 -   1.3s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.762084 -   1.1s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.762084 -   1.1s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.853062 -   1.3s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.853062 -   1.2s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.823922 -   1.4s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.708142 -   1.2s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.719686 -   1.1s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.620310 -   1.4s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.872221 -   1.3s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.777713 -   1.3s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.796745 -   1.3s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.862660 -   1.4s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.578525 -   1.1s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.859836 -   1.2s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.571193 -   1.1s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.831348 -   1.3s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.783286 -   1.2s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.725747 -   1.5s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.635930 -   1.4s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.699809 -   1.3s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.860961 -   1.3s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.824622 -   1.3s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.783286 -   1.3s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.883871 -   1.4s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.906931 -   1.3s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.575394 -   0.8s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.829883 -   1.1s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.646087 -   1.4s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.895825 -   1.3s
+[CV] c1=0.17774701316807118, c2=0.012695982200445625 .................
+[CV]  c1=0.17774701316807118, c2=0.012695982200445625, score=0.872221 -   1.4s
+[CV] c1=0.10611954839898095, c2=0.006346156532999689 .................
+[CV]  c1=0.10611954839898095, c2=0.006346156532999689, score=0.764892 -   1.4s
+[CV] c1=0.14009357256950483, c2=0.009314873469817363 .................
+[CV]  c1=0.14009357256950483, c2=0.009314873469817363, score=0.774690 -   1.4s
+[CV] c1=0.5652943015138516, c2=0.0037589652831553928 .................
+[CV]  c1=0.5652943015138516, c2=0.0037589652831553928, score=0.631124 -   1.2s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.646209 -   1.1s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.885756 -   1.2s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.737652 -   1.3s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.868690 -   1.5s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.922694 -   1.2s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.737002 -   1.4s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.721610 -   1.3s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.845960 -   1.1s
+[CV] c1=0.14009357256950483, c2=0.009314873469817363 .................
+[CV]  c1=0.14009357256950483, c2=0.009314873469817363, score=0.930099 -   1.6s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.755640 -   1.4s
+[CV] c1=0.17774701316807118, c2=0.012695982200445625 .................
+[CV]  c1=0.17774701316807118, c2=0.012695982200445625, score=0.635930 -   1.2s
+[CV] c1=0.10611954839898095, c2=0.006346156532999689 .................
+[CV]  c1=0.10611954839898095, c2=0.006346156532999689, score=0.799365 -   1.3s
+[CV] c1=0.7156254494091757, c2=0.04252905244564888 ...................
+[CV]  c1=0.7156254494091757, c2=0.04252905244564888, score=0.586852 -   0.8s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.718403 -   1.3s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.631124 -   1.2s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.930099 -   1.5s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.854651 -   1.4s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.775826 -   1.1s
+[CV] c1=0.14009357256950483, c2=0.009314873469817363 .................
+[CV]  c1=0.14009357256950483, c2=0.009314873469817363, score=0.895825 -   1.4s
+[CV] c1=0.5652943015138516, c2=0.0037589652831553928 .................
+[CV]  c1=0.5652943015138516, c2=0.0037589652831553928, score=0.777529 -   1.3s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.769500 -   1.2s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.635254 -   1.3s
+[CV] c1=0.7156254494091757, c2=0.04252905244564888 ...................
+[CV]  c1=0.7156254494091757, c2=0.04252905244564888, score=0.707931 -   1.0s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.828156 -   1.3s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.855731 -   1.4s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.763666 -   1.4s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.719686 -   1.4s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.718403 -   1.2s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.845960 -   1.3s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.833643 -   1.2s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.635930 -   1.3s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.718403 -   1.4s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.847660 -   1.2s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.854651 -   1.5s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.939073 -   1.3s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.770299 -   1.4s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.867483 -   1.4s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.737002 -   1.1s
+[CV] c1=0.14009357256950483, c2=0.009314873469817363 .................
+[CV]  c1=0.14009357256950483, c2=0.009314873469817363, score=0.673261 -   1.2s
+[CV] c1=0.5652943015138516, c2=0.0037589652831553928 .................
+[CV]  c1=0.5652943015138516, c2=0.0037589652831553928, score=0.783004 -   1.4s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.922694 -   1.3s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.930099 -   1.3s
+[CV] c1=0.7156254494091757, c2=0.04252905244564888 ...................
+[CV]  c1=0.7156254494091757, c2=0.04252905244564888, score=0.755991 -   1.0s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.922694 -   1.4s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.711676 -   1.2s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.763666 -   1.3s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.783286 -   1.3s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.783004 -   1.2s
+[CV] c1=0.14009357256950483, c2=0.009314873469817363 .................
+[CV]  c1=0.14009357256950483, c2=0.009314873469817363, score=0.883871 -   1.5s
+[CV] c1=0.5652943015138516, c2=0.0037589652831553928 .................
+[CV]  c1=0.5652943015138516, c2=0.0037589652831553928, score=0.737002 -   1.3s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.737652 -   1.3s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.765174 -   1.2s
+[CV] c1=0.7156254494091757, c2=0.04252905244564888 ...................
+[CV]  c1=0.7156254494091757, c2=0.04252905244564888, score=0.603550 -   1.1s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.698500 -   1.3s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.782739 -   1.3s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.883871 -   1.7s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.786546 -   1.4s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.922694 -   1.1s
+[CV] c1=0.7356533023470947, c2=0.0013731489455130663 .................
+[CV]  c1=0.7356533023470947, c2=0.0013731489455130663, score=0.630265 -   1.1s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.615688 -   1.2s
+[CV] c1=0.5652943015138516, c2=0.0037589652831553928 .................
+[CV]  c1=0.5652943015138516, c2=0.0037589652831553928, score=0.645707 -   1.2s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.838090 -   1.4s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.657909 -   1.2s
+[CV] c1=0.7156254494091757, c2=0.04252905244564888 ...................
+[CV]  c1=0.7156254494091757, c2=0.04252905244564888, score=0.849052 -   1.0s
+[CV] c1=0.48638772360527766, c2=0.06914443790613625 ..................
+[CV]  c1=0.48638772360527766, c2=0.06914443790613625, score=0.783286 -   1.3s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.867483 -   1.5s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.830824 -   1.3s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.878755 -   1.4s
+[CV] c1=0.7156254494091757, c2=0.04252905244564888 ...................
+[CV]  c1=0.7156254494091757, c2=0.04252905244564888, score=0.708142 -   0.9s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.742392 -   1.6s
+[CV] c1=0.6705921332964635, c2=0.014427642144010306 ..................
+[CV]  c1=0.6705921332964635, c2=0.014427642144010306, score=0.781418 -   1.3s
+[CV] c1=0.21956205153360858, c2=0.009541738536313635 .................
+[CV]  c1=0.21956205153360858, c2=0.009541738536313635, score=0.764892 -   1.3s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.848575 -   1.3s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.873237 -   1.3s
+[CV] c1=0.14009357256950483, c2=0.009314873469817363 .................
+[CV]  c1=0.14009357256950483, c2=0.009314873469817363, score=0.846366 -   1.3s
+[CV] c1=0.5652943015138516, c2=0.0037589652831553928 .................
+[CV]  c1=0.5652943015138516, c2=0.0037589652831553928, score=0.845960 -   1.3s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.860961 -   1.4s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.832898 -   1.3s
+[CV] c1=0.7156254494091757, c2=0.04252905244564888 ...................
+[CV]  c1=0.7156254494091757, c2=0.04252905244564888, score=0.867483 -   1.1s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.843338 -   1.2s
+[CV] c1=0.061878622473100685, c2=0.008830927560874847 ................
+[CV]  c1=0.061878622473100685, c2=0.008830927560874847, score=0.883871 -   1.4s
+[CV] c1=0.12334803790775734, c2=0.016826815569305428 .................
+[CV]  c1=0.12334803790775734, c2=0.016826815569305428, score=0.630065 -   1.2s
+[CV] c1=1.0784241377074688, c2=0.041059790429751976 ..................
+[CV]  c1=1.0784241377074688, c2=0.041059790429751976, score=0.730707 -   1.4s
+[CV] c1=0.7489529455784063, c2=0.07012128593942421 ...................
+[CV]  c1=0.7489529455784063, c2=0.07012128593942421, score=0.906931 -   1.3s
+[CV] c1=0.14009357256950483, c2=0.009314873469817363 .................
+[CV]  c1=0.14009357256950483, c2=0.009314873469817363, score=0.636829 -   1.3s
+[CV] c1=0.5652943015138516, c2=0.0037589652831553928 .................
+[CV]  c1=0.5652943015138516, c2=0.0037589652831553928, score=0.747753 -   1.2s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.707931 -   1.3s
+[CV] c1=0.6555816084765733, c2=0.022533357743075463 ..................
+[CV]  c1=0.6555816084765733, c2=0.022533357743075463, score=0.584620 -   1.1s
+[CV] c1=0.5243479435689085, c2=0.020264421529990553 ..................
+[CV]  c1=0.5243479435689085, c2=0.020264421529990553, score=0.631124 -   1.1s
+[CV] c1=0.927177018037934, c2=0.023269220013262686 ...................
+[CV]  c1=0.927177018037934, c2=0.023269220013262686, score=0.906931 -   1.1s
+[CV] c1=1.439077844699842, c2=0.02774426387487829 ....................
+[CV]  c1=1.439077844699842, c2=0.02774426387487829, score=0.518811 -   1.1s
+[CV] c1=0.3918550763541644, c2=0.0010997783061468906 .................
+[CV]  c1=0.3918550763541644, c2=0.0010997783061468906, score=0.660872 -   1.2s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.589040 -   1.2s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.777342 -   1.3s
+[CV] c1=0.7156254494091757, c2=0.04252905244564888 ...................
+[CV]  c1=0.7156254494091757, c2=0.04252905244564888, score=0.841965 -   1.1s
+[CV] c1=0.14009357256950483, c2=0.009314873469817363 .................
+[CV]  c1=0.14009357256950483, c2=0.009314873469817363, score=0.855731 -   1.3s
+[CV] c1=0.5652943015138516, c2=0.0037589652831553928 .................
+[CV]  c1=0.5652943015138516, c2=0.0037589652831553928, score=0.860160 -   1.2s
+[CV] c1=0.676799569030537, c2=0.05862110387649719 ....................
+[CV]  c1=0.676799569030537, c2=0.05862110387649719, score=0.612772 -   1.3s
+[CV] c1=0.2644150178675066, c2=0.046160424707653254 ..................
+[CV]  c1=0.2644150178675066, c2=0.046160424707653254, score=0.770299 -   1.5s
+[CV] c1=0.7156254494091757, c2=0.04252905244564888 ...................
+[CV]  c1=0.7156254494091757, c2=0.04252905244564888, score=0.776162 -   1.0s
+Training done in: 8.656537s
+     Saving training model...
+        Saving training model done in: 0.013108s
+*********************************
+Prediction done in: 0.028636s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: True False
+Report file: _v9
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003860s
+{'lemma': 'δsoxs', 'postag': 'NN', '+1:lemma': 'pq', '+1:postag': 'NN'}
+{'lemma': 'affyexp', 'postag': 'JJ', '+1:lemma': '_', '+1:postag': 'NN'}
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.903565 -   1.2s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.630985 -   1.0s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.559014 -   0.9s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.592492 -   1.1s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.582068 -   1.1s
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.743125 -   1.0s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.866790 -   1.2s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.825330 -   1.1s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.596309 -   1.1s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.789900 -   1.2s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.603251 -   1.0s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.920970 -   1.1s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.870586 -   1.1s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.660504 -   1.1s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.605840 -   1.1s
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.865533 -   1.2s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.906853 -   1.1s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.647745 -   1.1s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.649654 -   1.0s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.824341 -   1.1s
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.701461 -   1.0s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.840539 -   1.2s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.712560 -   1.2s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.718275 -   1.1s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.672745 -   1.1s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.881938 -   1.1s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.703305 -   1.1s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.673633 -   1.0s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.568556 -   1.2s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.518602 -   1.0s
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.659253 -   1.0s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.720311 -   1.2s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.677417 -   1.1s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.683547 -   1.2s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.556540 -   1.2s
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.753693 -   1.2s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.601571 -   0.9s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.647745 -   0.9s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.582162 -   1.2s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.643620 -   1.2s
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.550050 -   0.9s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.654823 -   1.2s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.678288 -   1.1s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.507094 -   1.1s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.614085 -   1.3s
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.883954 -   1.2s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.710369 -   1.1s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.686713 -   1.1s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.594837 -   0.9s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.866790 -   1.1s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.740663 -   1.1s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.770846 -   1.1s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.677417 -   1.1s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.848001 -   1.1s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.935386 -   1.0s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.899703 -   1.2s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.608985 -   0.9s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.548196 -   0.9s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.814619 -   1.3s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.603356 -   0.9s
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.843338 -   1.1s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.946561 -   1.1s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.698982 -   1.1s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.720311 -   1.1s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.652192 -   1.2s
+[CV] c1=0.7431164639270406, c2=0.0027998889877337263 .................
+[CV]  c1=0.7431164639270406, c2=0.0027998889877337263, score=0.708065 -   1.1s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.766835 -   1.1s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.856715 -   1.1s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.609338 -   1.2s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.723492 -   1.2s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.721334 -   1.3s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.878773 -   1.1s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.568962 -   1.0s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.580569 -   1.0s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.920970 -   1.0s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.814619 -   1.1s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.848001 -   1.1s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.712560 -   1.2s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.920970 -   1.1s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.775757 -   1.0s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.654823 -   1.0s
+[CV] c1=0.09511707500453928, c2=0.0519939941697524 ...................
+[CV]  c1=0.09511707500453928, c2=0.0519939941697524, score=0.779725 -   1.1s
+[CV] c1=1.1133560080812872, c2=0.03524217248955633 ...................
+[CV]  c1=1.1133560080812872, c2=0.03524217248955633, score=0.686713 -   1.2s
+[CV] c1=2.2946346184092543, c2=0.026838185424639973 ..................
+[CV]  c1=2.2946346184092543, c2=0.026838185424639973, score=0.512837 -   1.0s
+[CV] c1=1.4864633814895774, c2=0.07443280995437437 ...................
+[CV]  c1=1.4864633814895774, c2=0.07443280995437437, score=0.698163 -   1.1s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.906853 -   1.1s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.611684 -   1.0s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.810738 -   1.1s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.741434 -   1.0s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.867500 -   1.2s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.920970 -   1.0s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.688789 -   1.2s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.689868 -   1.0s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.881938 -   1.1s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.741434 -   1.1s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.866790 -   1.2s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.867977 -   1.2s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.684366 -   1.0s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.906853 -   1.1s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.672042 -   1.0s
+[CV] c1=0.3213690128955612, c2=0.03898256391447408 ...................
+[CV]  c1=0.3213690128955612, c2=0.03898256391447408, score=0.848001 -   1.4s
+[CV] c1=0.21271540606230951, c2=0.030620357980156894 .................
+[CV]  c1=0.21271540606230951, c2=0.030620357980156894, score=0.587654 -   0.8s
+[CV] c1=1.6722766965579237, c2=0.013291004231457602 ..................
+[CV]  c1=1.6722766965579237, c2=0.013291004231457602, score=0.588945 -   1.0s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.568556 -   1.0s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.692232 -   1.0s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.734092 -   1.2s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.654823 -   1.1s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.624832 -   1.1s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.643620 -   1.1s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.655168 -   1.0s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.557148 -   0.9s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.855880 -   1.1s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.825330 -   1.2s
+[CV] c1=0.1266383951793103, c2=0.0393032467121349 ....................
+[CV]  c1=0.1266383951793103, c2=0.0393032467121349, score=0.735607 -   1.2s
+[CV] c1=0.03116962391669711, c2=0.034902897212510296 .................
+[CV]  c1=0.03116962391669711, c2=0.034902897212510296, score=0.906853 -   1.1s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.866790 -   1.2s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.902145 -   1.1s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.675506 -   1.1s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.686231 -   1.1s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.697913 -   0.9s
+[CV] c1=0.1614939954077374, c2=0.06205814047571822 ...................
+[CV]  c1=0.1614939954077374, c2=0.06205814047571822, score=0.713945 -   1.2s
+[CV] c1=0.020829028765021226, c2=0.330913244342466 ...................
+[CV]  c1=0.020829028765021226, c2=0.330913244342466, score=0.888112 -   1.1s
+[CV] c1=1.1533562821101506, c2=0.019354995709139386 ..................
+[CV]  c1=1.1533562821101506, c2=0.019354995709139386, score=0.870586 -   1.2s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.660504 -   1.1s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.815463 -   0.9s
+[CV] c1=0.3213690128955612, c2=0.03898256391447408 ...................
+[CV]  c1=0.3213690128955612, c2=0.03898256391447408, score=0.899703 -   1.2s
+[CV] c1=0.21271540606230951, c2=0.030620357980156894 .................
+[CV]  c1=0.21271540606230951, c2=0.030620357980156894, score=0.906853 -   1.2s
+[CV] c1=1.6722766965579237, c2=0.013291004231457602 ..................
+[CV]  c1=1.6722766965579237, c2=0.013291004231457602, score=0.515324 -   0.9s
+[CV] c1=0.08475757164945485, c2=0.13819696066777126 ..................
+[CV]  c1=0.08475757164945485, c2=0.13819696066777126, score=0.875991 -   1.1s
+[CV] c1=0.001922394963124772, c2=0.1166032351837375 ..................
+[CV]  c1=0.001922394963124772, c2=0.1166032351837375, score=0.654823 -   0.8s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.708833 -   1.1s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.767606 -   1.1s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.804756 -   1.1s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.605600 -   1.1s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.720505 -   1.1s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.660012 -   1.0s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.727470 -   1.2s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.648834 -   1.1s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.779045 -   1.1s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.870586 -   0.9s
+[CV] c1=0.3213690128955612, c2=0.03898256391447408 ...................
+[CV]  c1=0.3213690128955612, c2=0.03898256391447408, score=0.721334 -   1.3s
+[CV] c1=0.21271540606230951, c2=0.030620357980156894 .................
+[CV]  c1=0.21271540606230951, c2=0.030620357980156894, score=0.920970 -   1.2s
+[CV] c1=1.6722766965579237, c2=0.013291004231457602 ..................
+[CV]  c1=1.6722766965579237, c2=0.013291004231457602, score=0.824341 -   1.1s
+[CV] c1=0.08475757164945485, c2=0.13819696066777126 ..................
+[CV]  c1=0.08475757164945485, c2=0.13819696066777126, score=0.608719 -   0.9s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.552580 -   0.9s
+[CV] c1=0.3213690128955612, c2=0.03898256391447408 ...................
+[CV]  c1=0.3213690128955612, c2=0.03898256391447408, score=0.761418 -   1.1s
+[CV] c1=0.21271540606230951, c2=0.030620357980156894 .................
+[CV]  c1=0.21271540606230951, c2=0.030620357980156894, score=0.866790 -   1.1s
+[CV] c1=1.6722766965579237, c2=0.013291004231457602 ..................
+[CV]  c1=1.6722766965579237, c2=0.013291004231457602, score=0.621156 -   1.1s
+[CV] c1=0.08475757164945485, c2=0.13819696066777126 ..................
+[CV]  c1=0.08475757164945485, c2=0.13819696066777126, score=0.856015 -   1.2s
+[CV] c1=0.001922394963124772, c2=0.1166032351837375 ..................
+[CV]  c1=0.001922394963124772, c2=0.1166032351837375, score=0.660510 -   0.8s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.854423 -   1.1s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.867500 -   1.1s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.668774 -   1.2s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.596309 -   1.0s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.787287 -   1.1s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.860755 -   1.2s
+[CV] c1=0.21271540606230951, c2=0.030620357980156894 .................
+[CV]  c1=0.21271540606230951, c2=0.030620357980156894, score=0.674776 -   1.0s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.787287 -   1.2s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.503462 -   1.0s
+[CV] c1=1.0354026125353881, c2=0.04748423868234282 ...................
+[CV]  c1=1.0354026125353881, c2=0.04748423868234282, score=0.830130 -   1.1s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.919762 -   1.1s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.935386 -   1.1s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.815463 -   1.1s
+[CV] c1=0.08475757164945485, c2=0.13819696066777126 ..................
+[CV]  c1=0.08475757164945485, c2=0.13819696066777126, score=0.720311 -   1.2s
+[CV] c1=0.001922394963124772, c2=0.1166032351837375 ..................
+[CV]  c1=0.001922394963124772, c2=0.1166032351837375, score=0.867500 -   0.9s
+[CV] c1=0.3213690128955612, c2=0.03898256391447408 ...................
+[CV]  c1=0.3213690128955612, c2=0.03898256391447408, score=0.679766 -   1.1s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.716313 -   1.1s
+[CV] c1=1.6722766965579237, c2=0.013291004231457602 ..................
+[CV]  c1=1.6722766965579237, c2=0.013291004231457602, score=0.643620 -   1.1s
+[CV] c1=0.08475757164945485, c2=0.13819696066777126 ..................
+[CV]  c1=0.08475757164945485, c2=0.13819696066777126, score=0.652192 -   1.3s
+[CV] c1=0.001922394963124772, c2=0.1166032351837375 ..................
+[CV]  c1=0.001922394963124772, c2=0.1166032351837375, score=0.875991 -   0.9s
+[CV] c1=0.3213690128955612, c2=0.03898256391447408 ...................
+[CV]  c1=0.3213690128955612, c2=0.03898256391447408, score=0.575822 -   0.9s
+[CV] c1=0.21271540606230951, c2=0.030620357980156894 .................
+[CV]  c1=0.21271540606230951, c2=0.030620357980156894, score=0.713945 -   1.1s
+[CV] c1=1.6722766965579237, c2=0.013291004231457602 ..................
+[CV]  c1=1.6722766965579237, c2=0.013291004231457602, score=0.723537 -   1.1s
+[CV] c1=0.08475757164945485, c2=0.13819696066777126 ..................
+[CV]  c1=0.08475757164945485, c2=0.13819696066777126, score=0.735257 -   1.2s
+[CV] c1=0.001922394963124772, c2=0.1166032351837375 ..................
+[CV]  c1=0.001922394963124772, c2=0.1166032351837375, score=0.906853 -   0.9s
+[CV] c1=0.3213690128955612, c2=0.03898256391447408 ...................
+[CV]  c1=0.3213690128955612, c2=0.03898256391447408, score=0.770586 -   1.1s
+[CV] c1=0.21271540606230951, c2=0.030620357980156894 .................
+[CV]  c1=0.21271540606230951, c2=0.030620357980156894, score=0.693714 -   1.2s
+[CV] c1=1.6722766965579237, c2=0.013291004231457602 ..................
+[CV]  c1=1.6722766965579237, c2=0.013291004231457602, score=0.667190 -   1.1s
+[CV] c1=0.08475757164945485, c2=0.13819696066777126 ..................
+[CV]  c1=0.08475757164945485, c2=0.13819696066777126, score=0.906853 -   1.1s
+[CV] c1=0.001922394963124772, c2=0.1166032351837375 ..................
+[CV]  c1=0.001922394963124772, c2=0.1166032351837375, score=0.607039 -   0.8s
+[CV] c1=0.3213690128955612, c2=0.03898256391447408 ...................
+[CV]  c1=0.3213690128955612, c2=0.03898256391447408, score=0.867217 -   1.1s
+[CV] c1=0.21271540606230951, c2=0.030620357980156894 .................
+[CV]  c1=0.21271540606230951, c2=0.030620357980156894, score=0.814619 -   1.1s
+[CV] c1=1.6722766965579237, c2=0.013291004231457602 ..................
+[CV]  c1=1.6722766965579237, c2=0.013291004231457602, score=0.607625 -   1.1s
+[CV] c1=0.08475757164945485, c2=0.13819696066777126 ..................
+[CV]  c1=0.08475757164945485, c2=0.13819696066777126, score=0.680867 -   1.1s
+[CV] c1=0.001922394963124772, c2=0.1166032351837375 ..................
+[CV]  c1=0.001922394963124772, c2=0.1166032351837375, score=0.848001 -   1.0s
+[CV] c1=0.4084834008911277, c2=0.06619217123115333 ...................
+[CV]  c1=0.4084834008911277, c2=0.06619217123115333, score=0.673541 -   1.1s
+[CV] c1=0.0033333355799007253, c2=0.01971173429048602 ................
+[CV]  c1=0.0033333355799007253, c2=0.01971173429048602, score=0.866790 -   1.1s
+[CV] c1=0.7225500746993299, c2=0.17031685283847245 ...................
+[CV]  c1=0.7225500746993299, c2=0.17031685283847245, score=0.852672 -   1.1s
+[CV] c1=2.0488638507950374, c2=0.05830217300206339 ...................
+[CV]  c1=2.0488638507950374, c2=0.05830217300206339, score=0.778713 -   1.2s
+[CV] c1=0.001922394963124772, c2=0.1166032351837375 ..................
+[CV]  c1=0.001922394963124772, c2=0.1166032351837375, score=0.724290 -   1.1s
+Training done in: 7.322848s
+     Saving training model...
+        Saving training model done in: 0.013721s
+*********************************
+Prediction done in: 0.023824s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: True False
+Report file: _v2
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003824s
+-------------------------------- FEATURES --------------------------------
+--------------------------Features Training ---------------------------
+            0      1
+0       lemma      1
+1      postag     CD
+2    -1:lemma     pq
+3   -1:postag     NN
+4      hUpper  False
+5      hLower  False
+6      hGreek  False
+7        symb  False
+8    word[:1]      1
+9    -2:lemma  δsoxs
+10  -2:postag     NN
+--------------------------- FeaturesTest -----------------------------
+            0          1
+0       lemma  delta-fnr
+1      postag         NN
+2    -1:lemma          _
+3   -1:postag         NN
+4    +1:lemma          _
+5   +1:postag         CD
+6      hUpper      False
+7      hLower      False
+8      hGreek      False
+9        symb       True
+10   word[:1]          d
+11   word[:2]         de
+12   -2:lemma    affyexp
+13  -2:postag         JJ
+14   +2:lemma    glucose
+15  +2:postag         NN
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.748989 -   1.5s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.688607 -   1.2s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.705446 -   1.3s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.844579 -   1.6s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.682226 -   1.5s
+[CV] c1=0.12876611002706792, c2=0.005687634151887815 .................
+[CV]  c1=0.12876611002706792, c2=0.005687634151887815, score=0.701013 -   1.3s
+[CV] c1=0.4343684628584727, c2=0.035865115766266005 ..................
+[CV]  c1=0.4343684628584727, c2=0.035865115766266005, score=0.895566 -   1.8s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.719074 -   1.7s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.724487 -   1.6s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.868519 -   1.1s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.682226 -   1.4s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.947516 -   1.6s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.933155 -   1.6s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.727054 -   1.3s
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.917847 -   1.3s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.738970 -   1.3s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.907093 -   1.6s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.868659 -   1.7s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.780640 -   1.5s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.683958 -   1.4s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.705265 -   1.4s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.732294 -   1.6s
+[CV] c1=0.4187966865740437, c2=0.19166197167501114 ...................
+[CV]  c1=0.4187966865740437, c2=0.19166197167501114, score=0.931297 -   1.9s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.878329 -   1.6s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.773191 -   1.4s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.885638 -   1.6s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.891699 -   1.7s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.673861 -   1.6s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.842875 -   1.7s
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.868519 -   1.3s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.759154 -   1.4s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.796438 -   1.5s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.880312 -   1.8s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.734892 -   1.6s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.660504 -   1.1s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.748989 -   1.6s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.688077 -   1.4s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.752420 -   1.6s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.754344 -   1.6s
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.698897 -   1.1s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.914825 -   1.6s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.911961 -   1.6s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.796825 -   1.6s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.885638 -   1.7s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.704835 -   1.3s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.648856 -   1.5s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.721111 -   1.5s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.786586 -   1.5s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.653316 -   1.5s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.673792 -   1.4s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.784018 -   1.5s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.746614 -   1.7s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.700287 -   1.5s
+[CV] c1=0.6399264634452653, c2=0.014870218135147216 ..................
+[CV]  c1=0.6399264634452653, c2=0.014870218135147216, score=0.940069 -   1.6s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.891699 -   1.4s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.730917 -   1.6s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.682226 -   1.4s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.759154 -   1.8s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.713594 -   1.2s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.893607 -   1.6s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.923873 -   1.6s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.631616 -   1.4s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.907061 -   1.8s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.859105 -   1.4s
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.706154 -   1.5s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.885638 -   1.6s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.928523 -   1.6s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.891699 -   1.7s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.891699 -   1.6s
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.786586 -   1.3s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.724487 -   1.5s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.745942 -   1.7s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.891015 -   1.6s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.889925 -   1.6s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.729157 -   1.6s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.779671 -   1.6s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.715316 -   1.6s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.916959 -   1.6s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.774444 -   1.5s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.766425 -   1.5s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.923873 -   1.6s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.889925 -   1.5s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.727640 -   1.9s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.716285 -   1.5s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.926662 -   1.3s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.881840 -   1.8s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.732929 -   1.5s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.880312 -   1.8s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.626853 -   1.1s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.906414 -   1.3s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.868519 -   1.6s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.865839 -   1.6s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.737479 -   1.3s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.735598 -   1.6s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.752420 -   1.5s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.882932 -   1.8s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.932824 -   1.7s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.706813 -   1.7s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.643342 -   1.4s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.705446 -   1.2s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.868659 -   1.7s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.724487 -   1.7s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.662305 -   1.5s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.940602 -   1.5s
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.875198 -   1.7s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.891699 -   1.7s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.794216 -   1.6s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.918895 -   1.6s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.859105 -   1.3s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.889925 -   1.6s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.911961 -   1.7s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.889014 -   1.7s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.679797 -   1.3s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.735598 -   1.5s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.874515 -   1.7s
+[CV] c1=0.5185417642698361, c2=0.053008807244735806 ..................
+[CV]  c1=0.5185417642698361, c2=0.053008807244735806, score=0.734444 -   1.5s
+[CV] c1=0.0027865899296892344, c2=0.0322630560189459 .................
+[CV]  c1=0.0027865899296892344, c2=0.0322630560189459, score=0.903099 -   1.6s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.790731 -   1.7s
+[CV] c1=0.07859831333888312, c2=0.07646449848130295 ..................
+[CV]  c1=0.07859831333888312, c2=0.07646449848130295, score=0.906414 -   1.7s
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.740102 -   2.1s
+[CV] c1=0.4343684628584727, c2=0.035865115766266005 ..................
+[CV]  c1=0.4343684628584727, c2=0.035865115766266005, score=0.696425 -   1.5s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.689893 -   1.4s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.826329 -   1.7s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.818562 -   1.3s
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.891699 -   1.8s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.786586 -   1.5s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.885638 -   1.7s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.787374 -   1.5s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.889925 -   1.5s
+[CV] c1=0.12876611002706792, c2=0.005687634151887815 .................
+[CV]  c1=0.12876611002706792, c2=0.005687634151887815, score=0.777509 -   1.7s
+[CV] c1=0.4343684628584727, c2=0.035865115766266005 ..................
+[CV]  c1=0.4343684628584727, c2=0.035865115766266005, score=0.780640 -   1.5s
+[CV] c1=0.4187966865740437, c2=0.19166197167501114 ...................
+[CV]  c1=0.4187966865740437, c2=0.19166197167501114, score=0.885638 -   1.6s
+[CV] c1=0.010635150805068118, c2=0.013559125772358571 ................
+[CV]  c1=0.010635150805068118, c2=0.013559125772358571, score=0.874108 -   1.5s
+[CV] c1=0.5348883068759939, c2=0.00832448452340161 ...................
+[CV]  c1=0.5348883068759939, c2=0.00832448452340161, score=0.724487 -   1.3s
+[CV] c1=0.12876611002706792, c2=0.005687634151887815 .................
+[CV]  c1=0.12876611002706792, c2=0.005687634151887815, score=0.760430 -   1.5s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.868519 -   1.7s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.923873 -   1.7s
+[CV] c1=0.010635150805068118, c2=0.013559125772358571 ................
+[CV]  c1=0.010635150805068118, c2=0.013559125772358571, score=0.745942 -   1.6s
+[CV] c1=0.5348883068759939, c2=0.00832448452340161 ...................
+[CV]  c1=0.5348883068759939, c2=0.00832448452340161, score=0.686160 -   1.3s
+[CV] c1=0.12876611002706792, c2=0.005687634151887815 .................
+[CV]  c1=0.12876611002706792, c2=0.005687634151887815, score=0.860451 -   1.7s
+[CV] c1=0.4343684628584727, c2=0.035865115766266005 ..................
+[CV]  c1=0.4343684628584727, c2=0.035865115766266005, score=0.723196 -   1.3s
+[CV] c1=0.4187966865740437, c2=0.19166197167501114 ...................
+[CV]  c1=0.4187966865740437, c2=0.19166197167501114, score=0.630336 -   1.4s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.729157 -   1.5s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.891699 -   1.5s
+[CV] c1=0.12876611002706792, c2=0.005687634151887815 .................
+[CV]  c1=0.12876611002706792, c2=0.005687634151887815, score=0.737084 -   1.6s
+[CV] c1=0.4343684628584727, c2=0.035865115766266005 ..................
+[CV]  c1=0.4343684628584727, c2=0.035865115766266005, score=0.790731 -   1.6s
+[CV] c1=0.4187966865740437, c2=0.19166197167501114 ...................
+[CV]  c1=0.4187966865740437, c2=0.19166197167501114, score=0.802981 -   1.5s
+[CV] c1=0.010635150805068118, c2=0.013559125772358571 ................
+[CV]  c1=0.010635150805068118, c2=0.013559125772358571, score=0.726092 -   1.5s
+[CV] c1=0.5348883068759939, c2=0.00832448452340161 ...................
+[CV]  c1=0.5348883068759939, c2=0.00832448452340161, score=0.885638 -   1.2s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.735598 -   1.9s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.703965 -   1.3s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.870490 -   1.7s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.866025 -   1.7s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.940602 -   1.4s
+[CV] c1=0.11430921774270934, c2=0.06174595493921575 ..................
+[CV]  c1=0.11430921774270934, c2=0.06174595493921575, score=0.746614 -   1.6s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.933576 -   1.6s
+[CV] c1=0.5229213398180802, c2=0.05988470409107292 ...................
+[CV]  c1=0.5229213398180802, c2=0.05988470409107292, score=0.759154 -   1.5s
+[CV] c1=1.0068963881008774, c2=0.0209795411094058 ....................
+[CV]  c1=1.0068963881008774, c2=0.0209795411094058, score=0.752420 -   1.5s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.703865 -   1.5s
+[CV] c1=0.12876611002706792, c2=0.005687634151887815 .................
+[CV]  c1=0.12876611002706792, c2=0.005687634151887815, score=0.881840 -   1.4s
+[CV] c1=0.25383138714597037, c2=0.04263753154943412 ..................
+[CV]  c1=0.25383138714597037, c2=0.04263753154943412, score=0.790731 -   1.7s
+[CV] c1=0.4187966865740437, c2=0.19166197167501114 ...................
+[CV]  c1=0.4187966865740437, c2=0.19166197167501114, score=0.724487 -   1.8s
+[CV] c1=0.010635150805068118, c2=0.013559125772358571 ................
+[CV]  c1=0.010635150805068118, c2=0.013559125772358571, score=0.772487 -   1.5s
+[CV] c1=0.5348883068759939, c2=0.00832448452340161 ...................
+[CV]  c1=0.5348883068759939, c2=0.00832448452340161, score=0.780640 -   1.2s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.796445 -   1.5s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.856715 -   1.6s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.759154 -   1.8s
+[CV] c1=0.35338694963813927, c2=0.027153986749367698 .................
+[CV]  c1=0.35338694963813927, c2=0.027153986749367698, score=0.696425 -   2.1s
+[CV] c1=0.031180803180743573, c2=0.07896645089543503 .................
+[CV]  c1=0.031180803180743573, c2=0.07896645089543503, score=0.903099 -   1.5s
+[CV] c1=1.3873487379708354, c2=0.05280678047492682 ...................
+[CV]  c1=1.3873487379708354, c2=0.05280678047492682, score=0.629121 -   1.3s
+[CV] c1=0.4188873236253328, c2=0.0026616054692428534 .................
+[CV]  c1=0.4188873236253328, c2=0.0026616054692428534, score=0.727640 -   1.7s
+[CV] c1=0.15577693298267048, c2=0.06637448911598333 ..................
+[CV]  c1=0.15577693298267048, c2=0.06637448911598333, score=0.688919 -   1.6s
+[CV] c1=0.823900513809091, c2=0.0387534873299443 .....................
+[CV]  c1=0.823900513809091, c2=0.0387534873299443, score=0.634732 -   1.5s
+[CV] c1=0.010635150805068118, c2=0.013559125772358571 ................
+[CV]  c1=0.010635150805068118, c2=0.013559125772358571, score=0.714227 -   1.4s
+[CV] c1=0.5348883068759939, c2=0.00832448452340161 ...................
+[CV]  c1=0.5348883068759939, c2=0.00832448452340161, score=0.736407 -   1.2s
+[CV] c1=0.12876611002706792, c2=0.005687634151887815 .................
+[CV]  c1=0.12876611002706792, c2=0.005687634151887815, score=0.706154 -   1.6s
+[CV] c1=0.4343684628584727, c2=0.035865115766266005 ..................
+[CV]  c1=0.4343684628584727, c2=0.035865115766266005, score=0.873506 -   1.7s
+[CV] c1=0.4187966865740437, c2=0.19166197167501114 ...................
+[CV]  c1=0.4187966865740437, c2=0.19166197167501114, score=0.725229 -   1.8s
+[CV] c1=0.010635150805068118, c2=0.013559125772358571 ................
+[CV]  c1=0.010635150805068118, c2=0.013559125772358571, score=0.914459 -   1.5s
+[CV] c1=0.5348883068759939, c2=0.00832448452340161 ...................
+[CV]  c1=0.5348883068759939, c2=0.00832448452340161, score=0.705264 -   1.0s
+[CV] c1=0.12876611002706792, c2=0.005687634151887815 .................
+[CV]  c1=0.12876611002706792, c2=0.005687634151887815, score=0.891699 -   1.8s
+[CV] c1=0.4343684628584727, c2=0.035865115766266005 ..................
+[CV]  c1=0.4343684628584727, c2=0.035865115766266005, score=0.759154 -   1.5s
+[CV] c1=0.4187966865740437, c2=0.19166197167501114 ...................
+[CV]  c1=0.4187966865740437, c2=0.19166197167501114, score=0.881296 -   1.5s
+[CV] c1=0.010635150805068118, c2=0.013559125772358571 ................
+[CV]  c1=0.010635150805068118, c2=0.013559125772358571, score=0.891699 -   1.6s
+[CV] c1=0.5348883068759939, c2=0.00832448452340161 ...................
+[CV]  c1=0.5348883068759939, c2=0.00832448452340161, score=0.895584 -   1.4s
+[CV] c1=0.2615074589465166, c2=0.00276705652339924 ...................
+[CV]  c1=0.2615074589465166, c2=0.00276705652339924, score=0.933576 -   1.9s
+[CV] c1=0.4343684628584727, c2=0.035865115766266005 ..................
+[CV]  c1=0.4343684628584727, c2=0.035865115766266005, score=0.727640 -   1.7s
+[CV] c1=0.4187966865740437, c2=0.19166197167501114 ...................
+[CV]  c1=0.4187966865740437, c2=0.19166197167501114, score=0.894300 -   1.7s
+[CV] c1=0.010635150805068118, c2=0.013559125772358571 ................
+[CV]  c1=0.010635150805068118, c2=0.013559125772358571, score=0.903099 -   1.7s
+[CV] c1=0.5348883068759939, c2=0.00832448452340161 ...................
+[CV]  c1=0.5348883068759939, c2=0.00832448452340161, score=0.759154 -   1.2s
+[CV] c1=0.12876611002706792, c2=0.005687634151887815 .................
+[CV]  c1=0.12876611002706792, c2=0.005687634151887815, score=0.914459 -   1.6s
+[CV] c1=0.4343684628584727, c2=0.035865115766266005 ..................
+[CV]  c1=0.4343684628584727, c2=0.035865115766266005, score=0.926812 -   1.5s
+[CV] c1=0.4187966865740437, c2=0.19166197167501114 ...................
+[CV]  c1=0.4187966865740437, c2=0.19166197167501114, score=0.855051 -   1.6s
+[CV] c1=0.010635150805068118, c2=0.013559125772358571 ................
+[CV]  c1=0.010635150805068118, c2=0.013559125772358571, score=0.886041 -   1.6s
+[CV] c1=0.5348883068759939, c2=0.00832448452340161 ...................
+[CV]  c1=0.5348883068759939, c2=0.00832448452340161, score=0.933155 -   1.2s
+Training done in: 10.407644s
+     Saving training model...
+        Saving training model done in: 0.013260s
+*********************************
+Prediction done in: 0.035441s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: False True
+Report file: _v9
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003661s
+{'lemma': 'δsoxs', 'postag': 'NN', '+1:lemma': 'pq', '+1:postag': 'NN'}
+{'lemma': 'affyexp', 'postag': 'JJ', '+1:lemma': '_', '+1:postag': 'NN'}
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.568777 -   0.8s
+[CV] c1=0.6043003012819512, c2=0.0016246066449729678 .................
+[CV]  c1=0.6043003012819512, c2=0.0016246066449729678, score=0.761418 -   1.3s
+[CV] c1=0.8830586244748654, c2=0.08016526354894071 ...................
+[CV]  c1=0.8830586244748654, c2=0.08016526354894071, score=0.815463 -   1.1s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.761418 -   1.1s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.753693 -   1.1s
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.651934 -   1.0s
+[CV] c1=0.6043003012819512, c2=0.0016246066449729678 .................
+[CV]  c1=0.6043003012819512, c2=0.0016246066449729678, score=0.789190 -   1.2s
+[CV] c1=0.8830586244748654, c2=0.08016526354894071 ...................
+[CV]  c1=0.8830586244748654, c2=0.08016526354894071, score=0.558164 -   0.9s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.860729 -   1.2s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.794740 -   1.1s
+[CV] c1=0.03962800005233316, c2=0.022576612705236622 .................
+[CV]  c1=0.03962800005233316, c2=0.022576612705236622, score=0.866790 -   0.8s
+[CV] c1=0.6043003012819512, c2=0.0016246066449729678 .................
+[CV]  c1=0.6043003012819512, c2=0.0016246066449729678, score=0.666440 -   1.0s
+[CV] c1=0.8830586244748654, c2=0.08016526354894071 ...................
+[CV]  c1=0.8830586244748654, c2=0.08016526354894071, score=0.691890 -   1.0s
+[CV] c1=1.4731035528519316, c2=0.0985918850323886 ....................
+[CV]  c1=1.4731035528519316, c2=0.0985918850323886, score=0.824341 -   1.2s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.694072 -   1.2s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.761418 -   1.1s
+[CV] c1=1.6387163642774465, c2=0.006347413830953892 ..................
+[CV]  c1=1.6387163642774465, c2=0.006347413830953892, score=0.662630 -   1.3s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.703150 -   1.2s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.659253 -   1.0s
+[CV] c1=0.6639775093102331, c2=0.05327533729445978 ...................
+[CV]  c1=0.6639775093102331, c2=0.05327533729445978, score=0.659121 -   1.0s
+[CV] c1=0.6043003012819512, c2=0.0016246066449729678 .................
+[CV]  c1=0.6043003012819512, c2=0.0016246066449729678, score=0.538621 -   1.0s
+[CV] c1=0.8830586244748654, c2=0.08016526354894071 ...................
+[CV]  c1=0.8830586244748654, c2=0.08016526354894071, score=0.712560 -   1.1s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.920970 -   1.1s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.852821 -   1.2s
+[CV] c1=0.03962800005233316, c2=0.022576612705236622 .................
+[CV]  c1=0.03962800005233316, c2=0.022576612705236622, score=0.652192 -   0.8s
+[CV] c1=0.6043003012819512, c2=0.0016246066449729678 .................
+[CV]  c1=0.6043003012819512, c2=0.0016246066449729678, score=0.716266 -   1.2s
+[CV] c1=0.8830586244748654, c2=0.08016526354894071 ...................
+[CV]  c1=0.8830586244748654, c2=0.08016526354894071, score=0.716676 -   1.2s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.867889 -   1.1s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.739174 -   1.2s
+[CV] c1=0.03962800005233316, c2=0.022576612705236622 .................
+[CV]  c1=0.03962800005233316, c2=0.022576612705236622, score=0.723492 -   1.0s
+[CV] c1=0.6043003012819512, c2=0.0016246066449729678 .................
+[CV]  c1=0.6043003012819512, c2=0.0016246066449729678, score=0.857493 -   1.2s
+[CV] c1=0.8830586244748654, c2=0.08016526354894071 ...................
+[CV]  c1=0.8830586244748654, c2=0.08016526354894071, score=0.826261 -   1.3s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.553248 -   1.1s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.561630 -   1.2s
+[CV] c1=0.03962800005233316, c2=0.022576612705236622 .................
+[CV]  c1=0.03962800005233316, c2=0.022576612705236622, score=0.923613 -   1.2s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.843407 -   1.1s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.656999 -   1.0s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.899703 -   1.1s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.891760 -   1.2s
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.844400 -   1.1s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.920970 -   1.2s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.555648 -   0.9s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.588673 -   1.2s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.832206 -   1.1s
+[CV] c1=0.03962800005233316, c2=0.022576612705236622 .................
+[CV]  c1=0.03962800005233316, c2=0.022576612705236622, score=0.607039 -   0.9s
+[CV] c1=0.6043003012819512, c2=0.0016246066449729678 .................
+[CV]  c1=0.6043003012819512, c2=0.0016246066449729678, score=0.843338 -   1.2s
+[CV] c1=0.8830586244748654, c2=0.08016526354894071 ...................
+[CV]  c1=0.8830586244748654, c2=0.08016526354894071, score=0.787287 -   1.2s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.855506 -   1.1s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.708065 -   1.3s
+[CV] c1=0.03962800005233316, c2=0.022576612705236622 .................
+[CV]  c1=0.03962800005233316, c2=0.022576612705236622, score=0.741434 -   1.1s
+[CV] c1=0.6043003012819512, c2=0.0016246066449729678 .................
+[CV]  c1=0.6043003012819512, c2=0.0016246066449729678, score=0.904567 -   1.1s
+[CV] c1=0.8830586244748654, c2=0.08016526354894071 ...................
+[CV]  c1=0.8830586244748654, c2=0.08016526354894071, score=0.870586 -   1.2s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.592492 -   1.0s
+[CV] c1=0.7882460794764874, c2=0.008314409656759104 ..................
+[CV]  c1=0.7882460794764874, c2=0.008314409656759104, score=0.903565 -   1.2s
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.843338 -   1.2s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.631269 -   0.9s
+[CV] c1=0.8830586244748654, c2=0.08016526354894071 ...................
+[CV]  c1=0.8830586244748654, c2=0.08016526354894071, score=0.691841 -   1.1s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.775906 -   1.2s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.720311 -   1.2s
+[CV] c1=0.6639775093102331, c2=0.05327533729445978 ...................
+[CV]  c1=0.6639775093102331, c2=0.05327533729445978, score=0.571166 -   0.9s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.906853 -   1.1s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.856715 -   1.1s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.773116 -   1.1s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.654823 -   1.1s
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.891760 -   1.1s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.674776 -   1.0s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.787287 -   1.2s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.660064 -   1.1s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.607039 -   1.0s
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.747150 -   1.1s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.766379 -   1.1s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.698636 -   1.1s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.596309 -   1.1s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.654694 -   1.1s
+[CV] c1=0.03962800005233316, c2=0.022576612705236622 .................
+[CV]  c1=0.03962800005233316, c2=0.022576612705236622, score=0.920970 -   1.2s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.721334 -   1.1s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.678696 -   1.2s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.535665 -   1.2s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.881938 -   1.2s
+[CV] c1=0.6639775093102331, c2=0.05327533729445978 ...................
+[CV]  c1=0.6639775093102331, c2=0.05327533729445978, score=0.852821 -   1.1s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.866790 -   1.3s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.556324 -   0.9s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.507480 -   0.9s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.848001 -   1.2s
+[CV] c1=0.6639775093102331, c2=0.05327533729445978 ...................
+[CV]  c1=0.6639775093102331, c2=0.05327533729445978, score=0.712255 -   1.1s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.848230 -   1.1s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.704526 -   1.2s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.757867 -   1.1s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.628354 -   1.0s
+[CV] c1=0.03962800005233316, c2=0.022576612705236622 .................
+[CV]  c1=0.03962800005233316, c2=0.022576612705236622, score=0.935386 -   1.1s
+[CV] c1=0.6043003012819512, c2=0.0016246066449729678 .................
+[CV]  c1=0.6043003012819512, c2=0.0016246066449729678, score=0.899703 -   1.2s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.716676 -   1.2s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.678203 -   1.1s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.730124 -   1.2s
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.739174 -   1.1s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.938387 -   1.2s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.873262 -   1.2s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.778713 -   1.1s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.906853 -   1.1s
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.687750 -   1.1s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.679766 -   1.2s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.712560 -   1.1s
+[CV] c1=2.2502498485352547, c2=0.014818926001867778 ..................
+[CV]  c1=2.2502498485352547, c2=0.014818926001867778, score=0.568556 -   1.1s
+[CV] c1=0.061316816538251634, c2=0.10728243189441995 .................
+[CV]  c1=0.061316816538251634, c2=0.10728243189441995, score=0.875991 -   1.2s
+[CV] c1=0.6639775093102331, c2=0.05327533729445978 ...................
+[CV]  c1=0.6639775093102331, c2=0.05327533729445978, score=0.891760 -   1.2s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.906853 -   1.2s
+[CV] c1=1.4731035528519316, c2=0.0985918850323886 ....................
+[CV]  c1=1.4731035528519316, c2=0.0985918850323886, score=0.582068 -   1.1s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.562931 -   1.0s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.758770 -   1.0s
+[CV] c1=0.6639775093102331, c2=0.05327533729445978 ...................
+[CV]  c1=0.6639775093102331, c2=0.05327533729445978, score=0.802426 -   1.2s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.718941 -   1.1s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.861675 -   1.2s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.891760 -   1.1s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.906294 -   1.0s
+[CV] c1=0.6639775093102331, c2=0.05327533729445978 ...................
+[CV]  c1=0.6639775093102331, c2=0.05327533729445978, score=0.743125 -   1.2s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.871210 -   1.3s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.899703 -   1.0s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.694072 -   1.1s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.819818 -   1.1s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.871555 -   1.2s
+[CV] c1=1.6387163642774465, c2=0.006347413830953892 ..................
+[CV]  c1=1.6387163642774465, c2=0.006347413830953892, score=0.607625 -   1.0s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.919762 -   1.1s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.823922 -   1.1s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.841822 -   1.0s
+[CV] c1=0.03962800005233316, c2=0.022576612705236622 .................
+[CV]  c1=0.03962800005233316, c2=0.022576612705236622, score=0.763058 -   1.2s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.848001 -   1.3s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.656490 -   1.1s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.649303 -   1.1s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.704237 -   1.2s
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.698636 -   1.1s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.717126 -   1.3s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.753693 -   1.1s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.852821 -   1.2s
+[CV] c1=0.011903408156662585, c2=0.0023869256052412744 ...............
+[CV]  c1=0.011903408156662585, c2=0.0023869256052412744, score=0.724515 -   0.9s
+[CV] c1=0.6639775093102331, c2=0.05327533729445978 ...................
+[CV]  c1=0.6639775093102331, c2=0.05327533729445978, score=0.912680 -   1.2s
+[CV] c1=1.6387163642774465, c2=0.006347413830953892 ..................
+[CV]  c1=1.6387163642774465, c2=0.006347413830953892, score=0.643620 -   1.1s
+[CV] c1=1.4731035528519316, c2=0.0985918850323886 ....................
+[CV]  c1=1.4731035528519316, c2=0.0985918850323886, score=0.643620 -   1.1s
+[CV] c1=0.03993462764763037, c2=0.10539193423951572 ..................
+[CV]  c1=0.03993462764763037, c2=0.10539193423951572, score=0.654823 -   1.0s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.892456 -   1.0s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.679766 -   1.0s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.741434 -   1.2s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.729308 -   1.1s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.912680 -   1.1s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.674703 -   1.1s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.920970 -   1.1s
+[CV] c1=1.6387163642774465, c2=0.006347413830953892 ..................
+[CV]  c1=1.6387163642774465, c2=0.006347413830953892, score=0.723537 -   1.3s
+[CV] c1=1.4731035528519316, c2=0.0985918850323886 ....................
+[CV]  c1=1.4731035528519316, c2=0.0985918850323886, score=0.682607 -   1.2s
+[CV] c1=0.03993462764763037, c2=0.10539193423951572 ..................
+[CV]  c1=0.03993462764763037, c2=0.10539193423951572, score=0.906853 -   1.1s
+[CV] c1=0.011903408156662585, c2=0.0023869256052412744 ...............
+[CV]  c1=0.011903408156662585, c2=0.0023869256052412744, score=0.654817 -   0.7s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.710539 -   1.1s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.598446 -   1.0s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.761818 -   1.2s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.718872 -   1.1s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.575917 -   1.0s
+[CV] c1=0.8576127193843588, c2=0.011655958946285804 ..................
+[CV]  c1=0.8576127193843588, c2=0.011655958946285804, score=0.836651 -   1.1s
+[CV] c1=0.18334620784152844, c2=0.008065728975440238 .................
+[CV]  c1=0.18334620784152844, c2=0.008065728975440238, score=0.741434 -   1.2s
+[CV] c1=0.9896982442127485, c2=0.029349684897034673 ..................
+[CV]  c1=0.9896982442127485, c2=0.029349684897034673, score=0.870586 -   1.3s
+[CV] c1=0.7431358277276424, c2=0.011105476280036924 ..................
+[CV]  c1=0.7431358277276424, c2=0.011105476280036924, score=0.753693 -   1.1s
+[CV] c1=0.2936978694984962, c2=0.18231632927233646 ...................
+[CV]  c1=0.2936978694984962, c2=0.18231632927233646, score=0.717219 -   1.1s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.899703 -   1.3s
+[CV] c1=1.6387163642774465, c2=0.006347413830953892 ..................
+[CV]  c1=1.6387163642774465, c2=0.006347413830953892, score=0.517508 -   0.9s
+[CV] c1=1.4731035528519316, c2=0.0985918850323886 ....................
+[CV]  c1=1.4731035528519316, c2=0.0985918850323886, score=0.788076 -   1.2s
+[CV] c1=0.03993462764763037, c2=0.10539193423951572 ..................
+[CV]  c1=0.03993462764763037, c2=0.10539193423951572, score=0.877650 -   1.2s
+[CV] c1=0.011903408156662585, c2=0.0023869256052412744 ...............
+[CV]  c1=0.011903408156662585, c2=0.0023869256052412744, score=0.935386 -   0.9s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.841313 -   1.2s
+[CV] c1=1.6387163642774465, c2=0.006347413830953892 ..................
+[CV]  c1=1.6387163642774465, c2=0.006347413830953892, score=0.673654 -   1.3s
+[CV] c1=1.4731035528519316, c2=0.0985918850323886 ....................
+[CV]  c1=1.4731035528519316, c2=0.0985918850323886, score=0.518602 -   1.0s
+[CV] c1=0.03993462764763037, c2=0.10539193423951572 ..................
+[CV]  c1=0.03993462764763037, c2=0.10539193423951572, score=0.654694 -   1.2s
+[CV] c1=0.011903408156662585, c2=0.0023869256052412744 ...............
+[CV]  c1=0.011903408156662585, c2=0.0023869256052412744, score=0.741434 -   0.9s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.863440 -   1.1s
+[CV] c1=1.6387163642774465, c2=0.006347413830953892 ..................
+[CV]  c1=1.6387163642774465, c2=0.006347413830953892, score=0.789900 -   1.2s
+[CV] c1=1.4731035528519316, c2=0.0985918850323886 ....................
+[CV]  c1=1.4731035528519316, c2=0.0985918850323886, score=0.698163 -   1.1s
+[CV] c1=0.03993462764763037, c2=0.10539193423951572 ..................
+[CV]  c1=0.03993462764763037, c2=0.10539193423951572, score=0.730124 -   1.0s
+[CV] c1=0.011903408156662585, c2=0.0023869256052412744 ...............
+[CV]  c1=0.011903408156662585, c2=0.0023869256052412744, score=0.664655 -   1.0s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.570419 -   0.9s
+[CV] c1=0.09824882728525007, c2=0.01967357302620265 ..................
+[CV]  c1=0.09824882728525007, c2=0.01967357302620265, score=0.920970 -   1.1s
+[CV] c1=0.5517747693290754, c2=0.03723059660924028 ...................
+[CV]  c1=0.5517747693290754, c2=0.03723059660924028, score=0.852821 -   1.2s
+[CV] c1=0.03993462764763037, c2=0.10539193423951572 ..................
+[CV]  c1=0.03993462764763037, c2=0.10539193423951572, score=0.720311 -   1.3s
+[CV] c1=0.011903408156662585, c2=0.0023869256052412744 ...............
+[CV]  c1=0.011903408156662585, c2=0.0023869256052412744, score=0.923613 -   0.8s
+[CV] c1=0.38596509561932013, c2=0.021114690490169043 .................
+[CV]  c1=0.38596509561932013, c2=0.021114690490169043, score=0.772136 -   1.3s
+[CV] c1=1.6387163642774465, c2=0.006347413830953892 ..................
+[CV]  c1=1.6387163642774465, c2=0.006347413830953892, score=0.843581 -   1.2s
+[CV] c1=0.4160233685238722, c2=0.015614531623244441 ..................
+[CV]  c1=0.4160233685238722, c2=0.015614531623244441, score=0.679766 -   1.0s
+[CV] c1=0.03993462764763037, c2=0.10539193423951572 ..................
+[CV]  c1=0.03993462764763037, c2=0.10539193423951572, score=0.875991 -   1.1s
+[CV] c1=0.011903408156662585, c2=0.0023869256052412744 ...............
+[CV]  c1=0.011903408156662585, c2=0.0023869256052412744, score=0.707036 -   0.9s
+[CV] c1=0.6639775093102331, c2=0.05327533729445978 ...................
+[CV]  c1=0.6639775093102331, c2=0.05327533729445978, score=0.682045 -   1.2s
+[CV] c1=1.6387163642774465, c2=0.006347413830953892 ..................
+[CV]  c1=1.6387163642774465, c2=0.006347413830953892, score=0.599660 -   1.3s
+[CV] c1=1.4731035528519316, c2=0.0985918850323886 ....................
+[CV]  c1=1.4731035528519316, c2=0.0985918850323886, score=0.605840 -   1.1s
+[CV] c1=0.03993462764763037, c2=0.10539193423951572 ..................
+[CV]  c1=0.03993462764763037, c2=0.10539193423951572, score=0.866790 -   1.2s
+[CV] c1=0.011903408156662585, c2=0.0023869256052412744 ...............
+[CV]  c1=0.011903408156662585, c2=0.0023869256052412744, score=0.927704 -   0.9s
+Training done in: 7.249866s
+     Saving training model...
+        Saving training model done in: 0.014392s
+*********************************
+Prediction done in: 0.025039s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: False True
+Report file: _v2
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003552s
+-------------------------------- FEATURES --------------------------------
+--------------------------Features Training ---------------------------
+            0      1
+0       lemma      1
+1      postag     CD
+2    -1:lemma     pq
+3   -1:postag     NN
+4        word      1
+5     isUpper  False
+6     isLower  False
+7     isGreek  False
+8    isNumber   True
+9     -1:word     PQ
+10   -2:lemma  δsoxs
+11  -2:postag     NN
+--------------------------- FeaturesTest -----------------------------
+            0          1
+0       lemma  delta-fnr
+1      postag         NN
+2    -1:lemma          _
+3   -1:postag         NN
+4    +1:lemma          _
+5   +1:postag         CD
+6        word  delta-fnr
+7     isUpper      False
+8     isLower       True
+9     isGreek      False
+10   isNumber      False
+11    -1:word          _
+12    +1:word          _
+13   -2:lemma    affyexp
+14  -2:postag         JJ
+15   +2:lemma    glucose
+16  +2:postag         NN
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.17002935344175654, c2=0.03048089985747861 ..................
+[CV]  c1=0.17002935344175654, c2=0.03048089985747861, score=0.930099 -   1.6s
+[CV] c1=0.4722267453140106, c2=0.001685255428968536 ..................
+[CV]  c1=0.4722267453140106, c2=0.001685255428968536, score=0.909545 -   1.9s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.636866 -   1.5s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.766937 -   1.6s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.619815 -   1.4s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.751476 -   1.6s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.724597 -   1.5s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.788344 -   1.6s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.850760 -   1.6s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.930099 -   1.6s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.614273 -   1.2s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.630631 -   1.3s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.893154 -   1.7s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.906170 -   1.6s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.849859 -   1.5s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.711614 -   1.6s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.711518 -   1.6s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.930099 -   1.7s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.686192 -   1.4s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.856270 -   1.5s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.874769 -   1.7s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.812021 -   1.6s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.845019 -   1.6s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.765174 -   1.6s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.740712 -   1.5s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.844591 -   1.5s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.656309 -   1.6s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.734369 -   1.8s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.660529 -   1.7s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.697156 -   1.5s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.622141 -   1.2s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.767031 -   1.7s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.866790 -   1.8s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.846366 -   1.5s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.899125 -   1.5s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.750130 -   1.5s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.742502 -   1.5s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.759711 -   1.7s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.925309 -   1.6s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.771474 -   1.7s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.660529 -   1.5s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.675493 -   1.3s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.624751 -   1.4s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.883871 -   1.8s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.810990 -   1.3s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.727141 -   1.8s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.862223 -   1.5s
+[CV] c1=0.038297678976678046, c2=0.1916126137406044 ..................
+[CV]  c1=0.038297678976678046, c2=0.1916126137406044, score=0.895358 -   1.8s
+[CV] c1=0.22369184983412724, c2=0.0039152206686826506 ................
+[CV]  c1=0.22369184983412724, c2=0.0039152206686826506, score=0.791491 -   1.8s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.636866 -   1.5s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.765174 -   1.6s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.737002 -   1.5s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.760794 -   1.6s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.677691 -   1.5s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.906100 -   1.5s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.860074 -   1.5s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.677691 -   1.7s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.883871 -   1.7s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.846366 -   1.3s
+[CV] c1=0.17002935344175654, c2=0.03048089985747861 ..................
+[CV]  c1=0.17002935344175654, c2=0.03048089985747861, score=0.766937 -   1.6s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.690019 -   1.3s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.883871 -   1.6s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.664382 -   1.4s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.774627 -   1.5s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.879541 -   1.6s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.943287 -   1.7s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.783286 -   1.6s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.846366 -   1.7s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.695227 -   1.3s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.743170 -   1.5s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.693874 -   1.6s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.863221 -   1.7s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.769218 -   1.6s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.878755 -   1.6s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.737812 -   1.4s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.868659 -   1.8s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.742545 -   1.7s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.879541 -   1.7s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.791976 -   1.7s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.636866 -   1.4s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.909545 -   1.5s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.879280 -   1.7s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.761026 -   1.8s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.879541 -   1.6s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.832898 -   1.5s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.792472 -   1.7s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.892392 -   1.8s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.640002 -   1.5s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.900725 -   1.6s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.654103 -   1.4s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.883871 -   1.6s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.870647 -   1.5s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.660529 -   1.8s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.804911 -   1.5s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.660149 -   1.3s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.747948 -   1.6s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.809792 -   1.7s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.709002 -   1.6s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.636866 -   1.3s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.896702 -   1.6s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.860074 -   1.6s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.879541 -   1.8s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.851866 -   1.3s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.732991 -   1.4s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.832898 -   1.6s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.846366 -   1.6s
+[CV] c1=0.5210224789278901, c2=0.006751538594354206 ..................
+[CV]  c1=0.5210224789278901, c2=0.006751538594354206, score=0.925309 -   1.5s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.906100 -   1.7s
+[CV] c1=0.34336652460986966, c2=0.023606219975479584 .................
+[CV]  c1=0.34336652460986966, c2=0.023606219975479584, score=0.922694 -   1.5s
+[CV] c1=0.17002935344175654, c2=0.03048089985747861 ..................
+[CV]  c1=0.17002935344175654, c2=0.03048089985747861, score=0.665525 -   1.4s
+[CV] c1=0.4722267453140106, c2=0.001685255428968536 ..................
+[CV]  c1=0.4722267453140106, c2=0.001685255428968536, score=0.677691 -   1.5s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.846366 -   1.7s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.888371 -   1.5s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.665357 -   1.1s
+[CV] c1=0.17002935344175654, c2=0.03048089985747861 ..................
+[CV]  c1=0.17002935344175654, c2=0.03048089985747861, score=0.883871 -   1.9s
+[CV] c1=0.4722267453140106, c2=0.001685255428968536 ..................
+[CV]  c1=0.4722267453140106, c2=0.001685255428968536, score=0.624992 -   1.4s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.690019 -   1.3s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.786380 -   1.6s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.879541 -   1.5s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.873237 -   1.8s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.770832 -   1.6s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.670401 -   1.6s
+[CV] c1=0.22991065454519655, c2=0.05704963083080379 ..................
+[CV]  c1=0.22991065454519655, c2=0.05704963083080379, score=0.930099 -   1.8s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.767759 -   1.3s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.757767 -   1.6s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.757767 -   1.8s
+[CV] c1=1.4620038736037526, c2=0.04868337460924114 ...................
+[CV]  c1=1.4620038736037526, c2=0.04868337460924114, score=0.656799 -   1.5s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.606304 -   1.4s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.769218 -   1.4s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.832898 -   1.5s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.908780 -   1.6s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.900725 -   1.7s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.710927 -   1.6s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.930099 -   1.3s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.767759 -   1.7s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.846366 -   1.6s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.765174 -   1.6s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.840999 -   1.6s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.832898 -   1.4s
+[CV] c1=0.17002935344175654, c2=0.03048089985747861 ..................
+[CV]  c1=0.17002935344175654, c2=0.03048089985747861, score=0.660529 -   1.5s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.900725 -   1.7s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.760794 -   1.6s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.735050 -   1.5s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.857128 -   1.5s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.930099 -   1.6s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.930099 -   1.7s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.922694 -   1.7s
+[CV] c1=0.14069682863299926, c2=0.024714016482769777 .................
+[CV]  c1=0.14069682863299926, c2=0.024714016482769777, score=0.660529 -   1.5s
+[CV] c1=0.4862974700385636, c2=0.028075320941336974 ..................
+[CV]  c1=0.4862974700385636, c2=0.028075320941336974, score=0.739341 -   1.3s
+[CV] c1=0.16521043789445478, c2=0.12734995352729425 ..................
+[CV]  c1=0.16521043789445478, c2=0.12734995352729425, score=0.769218 -   1.6s
+[CV] c1=0.08911978010699523, c2=0.0017540149814192383 ................
+[CV]  c1=0.08911978010699523, c2=0.0017540149814192383, score=0.922694 -   1.6s
+[CV] c1=0.23396239601478247, c2=0.021554630281339932 .................
+[CV]  c1=0.23396239601478247, c2=0.021554630281339932, score=0.766937 -   1.8s
+[CV] c1=1.1131285560759827, c2=0.0789492952007081 ....................
+[CV]  c1=1.1131285560759827, c2=0.0789492952007081, score=0.843338 -   1.6s
+[CV] c1=0.13789575918935962, c2=0.21129423093936495 ..................
+[CV]  c1=0.13789575918935962, c2=0.21129423093936495, score=0.896702 -   1.6s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.861675 -   1.7s
+[CV] c1=0.19372696796129896, c2=0.018101673564889433 .................
+[CV]  c1=0.19372696796129896, c2=0.018101673564889433, score=0.804911 -   1.8s
+[CV] c1=1.4620038736037526, c2=0.04868337460924114 ...................
+[CV]  c1=1.4620038736037526, c2=0.04868337460924114, score=0.746808 -   1.6s
+[CV] c1=0.14069682863299926, c2=0.024714016482769777 .................
+[CV]  c1=0.14069682863299926, c2=0.024714016482769777, score=0.860074 -   1.6s
+[CV] c1=0.4862974700385636, c2=0.028075320941336974 ..................
+[CV]  c1=0.4862974700385636, c2=0.028075320941336974, score=0.677691 -   1.3s
+[CV] c1=0.17002935344175654, c2=0.03048089985747861 ..................
+[CV]  c1=0.17002935344175654, c2=0.03048089985747861, score=0.846366 -   1.6s
+[CV] c1=0.4722267453140106, c2=0.001685255428968536 ..................
+[CV]  c1=0.4722267453140106, c2=0.001685255428968536, score=0.797094 -   1.7s
+[CV] c1=1.4620038736037526, c2=0.04868337460924114 ...................
+[CV]  c1=1.4620038736037526, c2=0.04868337460924114, score=0.872550 -   1.6s
+[CV] c1=0.14069682863299926, c2=0.024714016482769777 .................
+[CV]  c1=0.14069682863299926, c2=0.024714016482769777, score=0.930099 -   1.7s
+[CV] c1=0.4862974700385636, c2=0.028075320941336974 ..................
+[CV]  c1=0.4862974700385636, c2=0.028075320941336974, score=0.631503 -   1.0s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.732991 -   1.9s
+[CV] c1=0.4722267453140106, c2=0.001685255428968536 ..................
+[CV]  c1=0.4722267453140106, c2=0.001685255428968536, score=0.742545 -   1.7s
+[CV] c1=1.4620038736037526, c2=0.04868337460924114 ...................
+[CV]  c1=1.4620038736037526, c2=0.04868337460924114, score=0.697646 -   1.6s
+[CV] c1=0.14069682863299926, c2=0.024714016482769777 .................
+[CV]  c1=0.14069682863299926, c2=0.024714016482769777, score=0.788778 -   1.8s
+[CV] c1=0.4862974700385636, c2=0.028075320941336974 ..................
+[CV]  c1=0.4862974700385636, c2=0.028075320941336974, score=0.783286 -   1.3s
+[CV] c1=0.17002935344175654, c2=0.03048089985747861 ..................
+[CV]  c1=0.17002935344175654, c2=0.03048089985747861, score=0.771474 -   1.6s
+[CV] c1=0.4722267453140106, c2=0.001685255428968536 ..................
+[CV]  c1=0.4722267453140106, c2=0.001685255428968536, score=0.870647 -   1.6s
+[CV] c1=1.4620038736037526, c2=0.04868337460924114 ...................
+[CV]  c1=1.4620038736037526, c2=0.04868337460924114, score=0.862223 -   1.7s
+[CV] c1=0.14069682863299926, c2=0.024714016482769777 .................
+[CV]  c1=0.14069682863299926, c2=0.024714016482769777, score=0.765174 -   1.5s
+[CV] c1=0.4862974700385636, c2=0.028075320941336974 ..................
+[CV]  c1=0.4862974700385636, c2=0.028075320941336974, score=0.878755 -   1.4s
+[CV] c1=0.17002935344175654, c2=0.03048089985747861 ..................
+[CV]  c1=0.17002935344175654, c2=0.03048089985747861, score=0.883883 -   1.6s
+[CV] c1=0.4722267453140106, c2=0.001685255428968536 ..................
+[CV]  c1=0.4722267453140106, c2=0.001685255428968536, score=0.903665 -   1.7s
+[CV] c1=1.4620038736037526, c2=0.04868337460924114 ...................
+[CV]  c1=1.4620038736037526, c2=0.04868337460924114, score=0.715035 -   1.7s
+[CV] c1=0.14069682863299926, c2=0.024714016482769777 .................
+[CV]  c1=0.14069682863299926, c2=0.024714016482769777, score=0.771474 -   1.5s
+[CV] c1=0.4862974700385636, c2=0.028075320941336974 ..................
+[CV]  c1=0.4862974700385636, c2=0.028075320941336974, score=0.891002 -   1.4s
+[CV] c1=0.7316013853643798, c2=0.25017196058094404 ...................
+[CV]  c1=0.7316013853643798, c2=0.25017196058094404, score=0.613639 -   1.3s
+[CV] c1=0.7934403590252077, c2=0.010140047052715413 ..................
+[CV]  c1=0.7934403590252077, c2=0.010140047052715413, score=0.664382 -   1.4s
+[CV] c1=1.2484765854262996, c2=0.03066474574094165 ...................
+[CV]  c1=1.2484765854262996, c2=0.03066474574094165, score=0.709002 -   1.6s
+[CV] c1=1.4620038736037526, c2=0.04868337460924114 ...................
+[CV]  c1=1.4620038736037526, c2=0.04868337460924114, score=0.568876 -   1.3s
+[CV] c1=0.14069682863299926, c2=0.024714016482769777 .................
+[CV]  c1=0.14069682863299926, c2=0.024714016482769777, score=0.883871 -   1.9s
+[CV] c1=0.4862974700385636, c2=0.028075320941336974 ..................
+[CV]  c1=0.4862974700385636, c2=0.028075320941336974, score=0.906931 -   1.2s
+[CV] c1=0.14528662487494648, c2=0.20027010511973786 ..................
+[CV]  c1=0.14528662487494648, c2=0.20027010511973786, score=0.879541 -   1.9s
+[CV] c1=0.4722267453140106, c2=0.001685255428968536 ..................
+[CV]  c1=0.4722267453140106, c2=0.001685255428968536, score=0.871207 -   1.7s
+[CV] c1=1.4620038736037526, c2=0.04868337460924114 ...................
+[CV]  c1=1.4620038736037526, c2=0.04868337460924114, score=0.803851 -   1.8s
+[CV] c1=0.14069682863299926, c2=0.024714016482769777 .................
+[CV]  c1=0.14069682863299926, c2=0.024714016482769777, score=0.697441 -   1.3s
+[CV] c1=0.4862974700385636, c2=0.028075320941336974 ..................
+[CV]  c1=0.4862974700385636, c2=0.028075320941336974, score=0.871207 -   1.4s
+Training done in: 10.702919s
+     Saving training model...
+        Saving training model done in: 0.013511s
+*********************************
+Prediction done in: 0.037534s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: True True
+Report file: _v9
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003941s
+{'lemma': 'δsoxs', 'postag': 'NN', '+1:lemma': 'pq', '+1:postag': 'NN'}
+{'lemma': 'affyexp', 'postag': 'JJ', '+1:lemma': '_', '+1:postag': 'NN'}
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.6805169695271499, c2=0.059941860636124 .....................
+[CV]  c1=0.6805169695271499, c2=0.059941860636124, score=0.739174 -   1.1s
+[CV] c1=0.002248053678487388, c2=0.022468299598165514 ................
+[CV]  c1=0.002248053678487388, c2=0.022468299598165514, score=0.867500 -   1.2s
+[CV] c1=0.11105424454358216, c2=0.015741660010216145 .................
+[CV]  c1=0.11105424454358216, c2=0.015741660010216145, score=0.883871 -   1.2s
+[CV] c1=0.6648810381927359, c2=0.08001031738332513 ...................
+[CV]  c1=0.6648810381927359, c2=0.08001031738332513, score=0.682045 -   1.3s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.592237 -   0.8s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.674776 -   1.0s
+[CV] c1=0.002248053678487388, c2=0.022468299598165514 ................
+[CV]  c1=0.002248053678487388, c2=0.022468299598165514, score=0.861398 -   1.1s
+[CV] c1=0.11105424454358216, c2=0.015741660010216145 .................
+[CV]  c1=0.11105424454358216, c2=0.015741660010216145, score=0.592237 -   0.9s
+[CV] c1=0.6648810381927359, c2=0.08001031738332513 ...................
+[CV]  c1=0.6648810381927359, c2=0.08001031738332513, score=0.747150 -   1.4s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.679766 -   0.8s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.713945 -   1.1s
+[CV] c1=0.2107941425103855, c2=0.07645318409354064 ...................
+[CV]  c1=0.2107941425103855, c2=0.07645318409354064, score=0.713945 -   1.2s
+[CV] c1=0.43870196113001303, c2=0.10254088863167253 ..................
+[CV]  c1=0.43870196113001303, c2=0.10254088863167253, score=0.632439 -   1.0s
+[CV] c1=0.4124010091584731, c2=0.03226124445670804 ...................
+[CV]  c1=0.4124010091584731, c2=0.03226124445670804, score=0.721334 -   1.2s
+[CV] c1=0.14547316667964716, c2=0.04275866782811716 ..................
+[CV]  c1=0.14547316667964716, c2=0.04275866782811716, score=0.735607 -   1.0s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.593330 -   1.0s
+[CV] c1=0.2107941425103855, c2=0.07645318409354064 ...................
+[CV]  c1=0.2107941425103855, c2=0.07645318409354064, score=0.848001 -   1.2s
+[CV] c1=0.43870196113001303, c2=0.10254088863167253 ..................
+[CV]  c1=0.43870196113001303, c2=0.10254088863167253, score=0.753693 -   1.1s
+[CV] c1=0.4124010091584731, c2=0.03226124445670804 ...................
+[CV]  c1=0.4124010091584731, c2=0.03226124445670804, score=0.761418 -   1.2s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.724290 -   1.1s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.578486 -   0.9s
+[CV] c1=0.2107941425103855, c2=0.07645318409354064 ...................
+[CV]  c1=0.2107941425103855, c2=0.07645318409354064, score=0.906853 -   1.3s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.737308 -   1.2s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.556324 -   0.9s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.920970 -   1.2s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.704452 -   1.1s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.912680 -   1.1s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.581649 -   1.0s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.715320 -   1.1s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.784950 -   1.0s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.814619 -   1.1s
+[CV] c1=0.2107941425103855, c2=0.07645318409354064 ...................
+[CV]  c1=0.2107941425103855, c2=0.07645318409354064, score=0.854246 -   1.3s
+[CV] c1=0.43870196113001303, c2=0.10254088863167253 ..................
+[CV]  c1=0.43870196113001303, c2=0.10254088863167253, score=0.899703 -   1.2s
+[CV] c1=0.4124010091584731, c2=0.03226124445670804 ...................
+[CV]  c1=0.4124010091584731, c2=0.03226124445670804, score=0.563779 -   1.1s
+[CV] c1=0.14547316667964716, c2=0.04275866782811716 ..................
+[CV]  c1=0.14547316667964716, c2=0.04275866782811716, score=0.740663 -   1.0s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.906853 -   1.1s
+[CV] c1=0.2107941425103855, c2=0.07645318409354064 ...................
+[CV]  c1=0.2107941425103855, c2=0.07645318409354064, score=0.920970 -   1.1s
+[CV] c1=0.43870196113001303, c2=0.10254088863167253 ..................
+[CV]  c1=0.43870196113001303, c2=0.10254088863167253, score=0.819818 -   1.1s
+[CV] c1=0.4124010091584731, c2=0.03226124445670804 ...................
+[CV]  c1=0.4124010091584731, c2=0.03226124445670804, score=0.860755 -   1.3s
+[CV] c1=0.14547316667964716, c2=0.04275866782811716 ..................
+[CV]  c1=0.14547316667964716, c2=0.04275866782811716, score=0.652192 -   1.1s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.669071 -   1.1s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.656490 -   1.0s
+[CV] c1=0.43870196113001303, c2=0.10254088863167253 ..................
+[CV]  c1=0.43870196113001303, c2=0.10254088863167253, score=0.705332 -   1.1s
+[CV] c1=0.4124010091584731, c2=0.03226124445670804 ...................
+[CV]  c1=0.4124010091584731, c2=0.03226124445670804, score=0.920970 -   1.2s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.737308 -   1.0s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.887557 -   1.1s
+[CV] c1=0.2107941425103855, c2=0.07645318409354064 ...................
+[CV]  c1=0.2107941425103855, c2=0.07645318409354064, score=0.865426 -   1.2s
+[CV] c1=0.43870196113001303, c2=0.10254088863167253 ..................
+[CV]  c1=0.43870196113001303, c2=0.10254088863167253, score=0.860755 -   1.3s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.656490 -   1.1s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.906853 -   1.0s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.872399 -   1.1s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.753693 -   1.1s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.814619 -   1.1s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.854423 -   1.0s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.652192 -   1.0s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.794740 -   1.1s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.860755 -   1.1s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.869740 -   1.2s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.723593 -   1.0s
+[CV] c1=0.6805169695271499, c2=0.059941860636124 .....................
+[CV]  c1=0.6805169695271499, c2=0.059941860636124, score=0.704866 -   1.0s
+[CV] c1=0.1827955499307428, c2=0.002673779161901005 ..................
+[CV]  c1=0.1827955499307428, c2=0.002673779161901005, score=0.748048 -   1.1s
+[CV] c1=0.010916997872083896, c2=0.01703042309947876 .................
+[CV]  c1=0.010916997872083896, c2=0.01703042309947876, score=0.637082 -   1.0s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.758128 -   1.1s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.673541 -   1.1s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.867500 -   1.1s
+[CV] c1=0.1827955499307428, c2=0.002673779161901005 ..................
+[CV]  c1=0.1827955499307428, c2=0.002673779161901005, score=0.843407 -   1.1s
+[CV] c1=0.010916997872083896, c2=0.01703042309947876 .................
+[CV]  c1=0.010916997872083896, c2=0.01703042309947876, score=0.716313 -   1.1s
+[CV] c1=0.11923109411090525, c2=0.08712148554319654 ..................
+[CV]  c1=0.11923109411090525, c2=0.08712148554319654, score=0.920970 -   1.0s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.680407 -   0.9s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.721334 -   1.1s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.866790 -   1.2s
+[CV] c1=0.2107941425103855, c2=0.07645318409354064 ...................
+[CV]  c1=0.2107941425103855, c2=0.07645318409354064, score=0.600487 -   0.9s
+[CV] c1=0.43870196113001303, c2=0.10254088863167253 ..................
+[CV]  c1=0.43870196113001303, c2=0.10254088863167253, score=0.810663 -   1.2s
+[CV] c1=0.4124010091584731, c2=0.03226124445670804 ...................
+[CV]  c1=0.4124010091584731, c2=0.03226124445670804, score=0.866790 -   1.5s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.872249 -   1.1s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.740663 -   1.1s
+[CV] c1=0.2107941425103855, c2=0.07645318409354064 ...................
+[CV]  c1=0.2107941425103855, c2=0.07645318409354064, score=0.734847 -   1.3s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.674776 -   1.1s
+[CV] c1=0.4124010091584731, c2=0.03226124445670804 ...................
+[CV]  c1=0.4124010091584731, c2=0.03226124445670804, score=0.899703 -   1.3s
+[CV] c1=0.14547316667964716, c2=0.04275866782811716 ..................
+[CV]  c1=0.14547316667964716, c2=0.04275866782811716, score=0.600487 -   1.1s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.878327 -   1.1s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.561392 -   0.9s
+[CV] c1=0.43870196113001303, c2=0.10254088863167253 ..................
+[CV]  c1=0.43870196113001303, c2=0.10254088863167253, score=0.917838 -   1.1s
+[CV] c1=0.4124010091584731, c2=0.03226124445670804 ...................
+[CV]  c1=0.4124010091584731, c2=0.03226124445670804, score=0.784199 -   1.4s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.866790 -   1.2s
+[CV] c1=0.1827955499307428, c2=0.002673779161901005 ..................
+[CV]  c1=0.1827955499307428, c2=0.002673779161901005, score=0.641268 -   0.9s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.708833 -   1.2s
+[CV] c1=0.11923109411090525, c2=0.08712148554319654 ..................
+[CV]  c1=0.11923109411090525, c2=0.08712148554319654, score=0.720311 -   1.3s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.518845 -   0.9s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.946561 -   1.1s
+[CV] c1=0.1827955499307428, c2=0.002673779161901005 ..................
+[CV]  c1=0.1827955499307428, c2=0.002673779161901005, score=0.741434 -   1.1s
+[CV] c1=0.010916997872083896, c2=0.01703042309947876 .................
+[CV]  c1=0.010916997872083896, c2=0.01703042309947876, score=0.866790 -   1.2s
+[CV] c1=0.11923109411090525, c2=0.08712148554319654 ..................
+[CV]  c1=0.11923109411090525, c2=0.08712148554319654, score=0.872031 -   1.1s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.601082 -   1.0s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.766835 -   1.1s
+[CV] c1=0.1827955499307428, c2=0.002673779161901005 ..................
+[CV]  c1=0.1827955499307428, c2=0.002673779161901005, score=0.899703 -   1.1s
+[CV] c1=0.010916997872083896, c2=0.01703042309947876 .................
+[CV]  c1=0.010916997872083896, c2=0.01703042309947876, score=0.858333 -   1.1s
+[CV] c1=0.11923109411090525, c2=0.08712148554319654 ..................
+[CV]  c1=0.11923109411090525, c2=0.08712148554319654, score=0.864349 -   1.1s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.599660 -   1.1s
+[CV] c1=0.14547316667964716, c2=0.04275866782811716 ..................
+[CV]  c1=0.14547316667964716, c2=0.04275866782811716, score=0.721334 -   1.3s
+[CV] c1=0.1827955499307428, c2=0.002673779161901005 ..................
+[CV]  c1=0.1827955499307428, c2=0.002673779161901005, score=0.674776 -   1.1s
+[CV] c1=0.010916997872083896, c2=0.01703042309947876 .................
+[CV]  c1=0.010916997872083896, c2=0.01703042309947876, score=0.727470 -   1.2s
+[CV] c1=0.11923109411090525, c2=0.08712148554319654 ..................
+[CV]  c1=0.11923109411090525, c2=0.08712148554319654, score=0.652192 -   1.1s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.899703 -   1.2s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.775757 -   1.2s
+[CV] c1=0.002248053678487388, c2=0.022468299598165514 ................
+[CV]  c1=0.002248053678487388, c2=0.022468299598165514, score=0.654823 -   1.1s
+[CV] c1=0.010916997872083896, c2=0.01703042309947876 .................
+[CV]  c1=0.010916997872083896, c2=0.01703042309947876, score=0.608985 -   1.0s
+[CV] c1=0.11923109411090525, c2=0.08712148554319654 ..................
+[CV]  c1=0.11923109411090525, c2=0.08712148554319654, score=0.866790 -   1.1s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.744499 -   1.0s
+[CV] c1=0.6805169695271499, c2=0.059941860636124 .....................
+[CV]  c1=0.6805169695271499, c2=0.059941860636124, score=0.659121 -   1.1s
+[CV] c1=0.002248053678487388, c2=0.022468299598165514 ................
+[CV]  c1=0.002248053678487388, c2=0.022468299598165514, score=0.727470 -   1.1s
+[CV] c1=0.11105424454358216, c2=0.015741660010216145 .................
+[CV]  c1=0.11105424454358216, c2=0.015741660010216145, score=0.724515 -   1.1s
+[CV] c1=0.6648810381927359, c2=0.08001031738332513 ...................
+[CV]  c1=0.6648810381927359, c2=0.08001031738332513, score=0.659121 -   1.0s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.843581 -   1.0s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.899703 -   1.3s
+[CV] c1=0.1827955499307428, c2=0.002673779161901005 ..................
+[CV]  c1=0.1827955499307428, c2=0.002673779161901005, score=0.848001 -   1.1s
+[CV] c1=0.010916997872083896, c2=0.01703042309947876 .................
+[CV]  c1=0.010916997872083896, c2=0.01703042309947876, score=0.741434 -   1.2s
+[CV] c1=0.11923109411090525, c2=0.08712148554319654 ..................
+[CV]  c1=0.11923109411090525, c2=0.08712148554319654, score=0.608719 -   0.9s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.643620 -   1.2s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.896193 -   1.1s
+[CV] c1=0.1827955499307428, c2=0.002673779161901005 ..................
+[CV]  c1=0.1827955499307428, c2=0.002673779161901005, score=0.924594 -   1.2s
+[CV] c1=0.010916997872083896, c2=0.01703042309947876 .................
+[CV]  c1=0.010916997872083896, c2=0.01703042309947876, score=0.895411 -   1.1s
+[CV] c1=0.11923109411090525, c2=0.08712148554319654 ..................
+[CV]  c1=0.11923109411090525, c2=0.08712148554319654, score=0.761019 -   1.1s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.831084 -   1.0s
+[CV] c1=0.6805169695271499, c2=0.059941860636124 .....................
+[CV]  c1=0.6805169695271499, c2=0.059941860636124, score=0.852821 -   1.1s
+[CV] c1=0.002248053678487388, c2=0.022468299598165514 ................
+[CV]  c1=0.002248053678487388, c2=0.022468299598165514, score=0.883871 -   1.1s
+[CV] c1=0.11105424454358216, c2=0.015741660010216145 .................
+[CV]  c1=0.11105424454358216, c2=0.015741660010216145, score=0.838429 -   1.1s
+[CV] c1=0.6648810381927359, c2=0.08001031738332513 ...................
+[CV]  c1=0.6648810381927359, c2=0.08001031738332513, score=0.739174 -   1.1s
+[CV] c1=0.06371903845172723, c2=0.09382386151498534 ..................
+[CV]  c1=0.06371903845172723, c2=0.09382386151498534, score=0.840539 -   0.9s
+[CV] c1=0.14547316667964716, c2=0.04275866782811716 ..................
+[CV]  c1=0.14547316667964716, c2=0.04275866782811716, score=0.920970 -   1.1s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.725767 -   1.1s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.794740 -   1.1s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.872249 -   1.3s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.639214 -   1.1s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.764863 -   1.1s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.779725 -   1.1s
+[CV] c1=0.2107941425103855, c2=0.07645318409354064 ...................
+[CV]  c1=0.2107941425103855, c2=0.07645318409354064, score=0.730124 -   1.2s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.721334 -   1.2s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.848001 -   1.3s
+[CV] c1=0.14547316667964716, c2=0.04275866782811716 ..................
+[CV]  c1=0.14547316667964716, c2=0.04275866782811716, score=0.906853 -   1.1s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.912680 -   1.1s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.883954 -   1.1s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.899703 -   1.1s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.919762 -   1.3s
+[CV] c1=0.14547316667964716, c2=0.04275866782811716 ..................
+[CV]  c1=0.14547316667964716, c2=0.04275866782811716, score=0.848001 -   1.2s
+[CV] c1=0.1827955499307428, c2=0.002673779161901005 ..................
+[CV]  c1=0.1827955499307428, c2=0.002673779161901005, score=0.710539 -   1.3s
+[CV] c1=0.11105424454358216, c2=0.015741660010216145 .................
+[CV]  c1=0.11105424454358216, c2=0.015741660010216145, score=0.679766 -   1.1s
+[CV] c1=0.6648810381927359, c2=0.08001031738332513 ...................
+[CV]  c1=0.6648810381927359, c2=0.08001031738332513, score=0.712255 -   1.1s
+[CV] c1=0.06371903845172723, c2=0.09382386151498534 ..................
+[CV]  c1=0.06371903845172723, c2=0.09382386151498534, score=0.720311 -   0.9s
+[CV] c1=0.14547316667964716, c2=0.04275866782811716 ..................
+[CV]  c1=0.14547316667964716, c2=0.04275866782811716, score=0.838429 -   1.0s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.687750 -   1.3s
+[CV] c1=0.010916997872083896, c2=0.01703042309947876 .................
+[CV]  c1=0.010916997872083896, c2=0.01703042309947876, score=0.935386 -   1.2s
+[CV] c1=0.11923109411090525, c2=0.08712148554319654 ..................
+[CV]  c1=0.11923109411090525, c2=0.08712148554319654, score=0.730124 -   1.1s
+[CV] c1=1.5310724688252555, c2=0.007849882070317076 ..................
+[CV]  c1=1.5310724688252555, c2=0.007849882070317076, score=0.672745 -   1.1s
+[CV] c1=0.3610226719997963, c2=0.029611486118589044 ..................
+[CV]  c1=0.3610226719997963, c2=0.029611486118589044, score=0.841313 -   1.1s
+[CV] c1=0.0893601644204355, c2=0.024019081127496116 ..................
+[CV]  c1=0.0893601644204355, c2=0.024019081127496116, score=0.920970 -   1.1s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.704526 -   1.2s
+[CV] c1=0.33894023669353496, c2=0.021885953440521758 .................
+[CV]  c1=0.33894023669353496, c2=0.021885953440521758, score=0.920970 -   1.1s
+[CV] c1=0.48934294075061485, c2=0.059643580535587194 .................
+[CV]  c1=0.48934294075061485, c2=0.059643580535587194, score=0.852821 -   1.4s
+[CV] c1=0.005890787510878062, c2=0.06901405430753309 .................
+[CV]  c1=0.005890787510878062, c2=0.06901405430753309, score=0.607039 -   0.9s
+[CV] c1=0.7907559657386046, c2=0.04221232955070474 ...................
+[CV]  c1=0.7907559657386046, c2=0.04221232955070474, score=0.737619 -   1.1s
+[CV] c1=0.6067183285356851, c2=0.02508677467384688 ...................
+[CV]  c1=0.6067183285356851, c2=0.02508677467384688, score=0.761818 -   1.1s
+[CV] c1=0.43870196113001303, c2=0.10254088863167253 ..................
+[CV]  c1=0.43870196113001303, c2=0.10254088863167253, score=0.562376 -   0.9s
+[CV] c1=0.4124010091584731, c2=0.03226124445670804 ...................
+[CV]  c1=0.4124010091584731, c2=0.03226124445670804, score=0.784950 -   0.9s
+[CV] c1=0.06371903845172723, c2=0.09382386151498534 ..................
+[CV]  c1=0.06371903845172723, c2=0.09382386151498534, score=0.607039 -   0.7s
+[CV] c1=0.6805169695271499, c2=0.059941860636124 .....................
+[CV]  c1=0.6805169695271499, c2=0.059941860636124, score=0.747150 -   1.1s
+[CV] c1=0.002248053678487388, c2=0.022468299598165514 ................
+[CV]  c1=0.002248053678487388, c2=0.022468299598165514, score=0.687454 -   1.1s
+[CV] c1=0.11105424454358216, c2=0.015741660010216145 .................
+[CV]  c1=0.11105424454358216, c2=0.015741660010216145, score=0.935386 -   1.1s
+[CV] c1=0.6648810381927359, c2=0.08001031738332513 ...................
+[CV]  c1=0.6648810381927359, c2=0.08001031738332513, score=0.852821 -   1.1s
+[CV] c1=0.06371903845172723, c2=0.09382386151498534 ..................
+[CV]  c1=0.06371903845172723, c2=0.09382386151498534, score=0.660510 -   0.9s
+[CV] c1=0.6805169695271499, c2=0.059941860636124 .....................
+[CV]  c1=0.6805169695271499, c2=0.059941860636124, score=0.912680 -   1.4s
+[CV] c1=0.002248053678487388, c2=0.022468299598165514 ................
+[CV]  c1=0.002248053678487388, c2=0.022468299598165514, score=0.608985 -   1.0s
+[CV] c1=0.11105424454358216, c2=0.015741660010216145 .................
+[CV]  c1=0.11105424454358216, c2=0.015741660010216145, score=0.923613 -   1.2s
+[CV] c1=0.6648810381927359, c2=0.08001031738332513 ...................
+[CV]  c1=0.6648810381927359, c2=0.08001031738332513, score=0.878327 -   1.1s
+[CV] c1=0.06371903845172723, c2=0.09382386151498534 ..................
+[CV]  c1=0.06371903845172723, c2=0.09382386151498534, score=0.775757 -   0.9s
+[CV] c1=0.6805169695271499, c2=0.059941860636124 .....................
+[CV]  c1=0.6805169695271499, c2=0.059941860636124, score=0.578486 -   1.1s
+[CV] c1=0.002248053678487388, c2=0.022468299598165514 ................
+[CV]  c1=0.002248053678487388, c2=0.022468299598165514, score=0.902145 -   1.2s
+[CV] c1=0.11105424454358216, c2=0.015741660010216145 .................
+[CV]  c1=0.11105424454358216, c2=0.015741660010216145, score=0.920970 -   1.3s
+[CV] c1=0.6648810381927359, c2=0.08001031738332513 ...................
+[CV]  c1=0.6648810381927359, c2=0.08001031738332513, score=0.578486 -   0.9s
+[CV] c1=0.06371903845172723, c2=0.09382386151498534 ..................
+[CV]  c1=0.06371903845172723, c2=0.09382386151498534, score=0.866790 -   1.0s
+[CV] c1=0.6805169695271499, c2=0.059941860636124 .....................
+[CV]  c1=0.6805169695271499, c2=0.059941860636124, score=0.794740 -   1.1s
+[CV] c1=0.002248053678487388, c2=0.022468299598165514 ................
+[CV]  c1=0.002248053678487388, c2=0.022468299598165514, score=0.935386 -   1.2s
+[CV] c1=0.11105424454358216, c2=0.015741660010216145 .................
+[CV]  c1=0.11105424454358216, c2=0.015741660010216145, score=0.741434 -   1.1s
+[CV] c1=0.6648810381927359, c2=0.08001031738332513 ...................
+[CV]  c1=0.6648810381927359, c2=0.08001031738332513, score=0.794740 -   1.1s
+[CV] c1=0.06371903845172723, c2=0.09382386151498534 ..................
+[CV]  c1=0.06371903845172723, c2=0.09382386151498534, score=0.881938 -   1.0s
+Training done in: 7.467291s
+     Saving training model...
+        Saving training model done in: 0.015227s
+*********************************
+Prediction done in: 0.026117s

+-------------------------------- PARAMETERS --------------------------------
+Path of training data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with training data set: training-data-set-70_v4.txt
+Path of test data set: /home/egaytan/automatic-extraction-growth-conditions/CRF/data-sets
+File with test data set: test-data-set-30_v4.txt
+Exclude stop words: False
+Levels: True True
+Report file: _v2
+Exclude symbols: False
+-------------------------------- PROCESSING --------------------------------
+Reading corpus...
+   Sentences training data: 283
+   Sentences test data: 122
+Reading corpus done in: 0.003745s
+-------------------------------- FEATURES --------------------------------
+--------------------------Features Training ---------------------------
+            0      1
+0       lemma      1
+1      postag     CD
+2    -1:lemma     pq
+3   -1:postag     NN
+4      hUpper  False
+5      hLower  False
+6      hGreek  False
+7        symb  False
+8    word[:1]      1
+9        word      1
+10    isUpper  False
+11    isLower  False
+12    isGreek  False
+13   isNumber   True
+14    -1:word     PQ
+15   -2:lemma  δsoxs
+16  -2:postag     NN
+--------------------------- FeaturesTest -----------------------------
+            0          1
+0       lemma  delta-fnr
+1      postag         NN
+2    -1:lemma          _
+3   -1:postag         NN
+4    +1:lemma          _
+5   +1:postag         CD
+6      hUpper      False
+7      hLower      False
+8      hGreek      False
+9        symb       True
+10   word[:1]          d
+11   word[:2]         de
+12       word  delta-fnr
+13    isUpper      False
+14    isLower       True
+15    isGreek      False
+16   isNumber      False
+17    -1:word          _
+18    +1:word          _
+19   -2:lemma    affyexp
+20  -2:postag         JJ
+21   +2:lemma    glucose
+22  +2:postag         NN
+Fitting 10 folds for each of 20 candidates, totalling 200 fits
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.860686 -   1.4s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.856606 -   2.1s
+[CV] c1=0.16114579362036052, c2=0.09197634743194505 ..................
+[CV]  c1=0.16114579362036052, c2=0.09197634743194505, score=0.860686 -   1.6s
+[CV] c1=0.9049035713403341, c2=0.021741456177008588 ..................
+[CV]  c1=0.9049035713403341, c2=0.021741456177008588, score=0.711685 -   1.9s
+[CV] c1=1.1812306284364236, c2=0.008430514440727933 ..................
+[CV]  c1=1.1812306284364236, c2=0.008430514440727933, score=0.918560 -   2.1s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.715283 -   1.5s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.883499 -   1.9s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.724487 -   1.9s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.680522 -   1.8s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.697314 -   1.5s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.860686 -   1.5s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.727640 -   2.1s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.871735 -   1.7s
+[CV] c1=0.9049035713403341, c2=0.021741456177008588 ..................
+[CV]  c1=0.9049035713403341, c2=0.021741456177008588, score=0.722958 -   1.6s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.860776 -   1.9s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.795468 -   1.6s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.759154 -   1.9s
+[CV] c1=0.16114579362036052, c2=0.09197634743194505 ..................
+[CV]  c1=0.16114579362036052, c2=0.09197634743194505, score=0.855051 -   1.9s
+[CV] c1=0.9049035713403341, c2=0.021741456177008588 ..................
+[CV]  c1=0.9049035713403341, c2=0.021741456177008588, score=0.863709 -   1.9s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.778562 -   1.8s
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.708096 -   1.3s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.727640 -   1.9s
+[CV] c1=0.16114579362036052, c2=0.09197634743194505 ..................
+[CV]  c1=0.16114579362036052, c2=0.09197634743194505, score=0.673283 -   2.1s
+[CV] c1=0.9049035713403341, c2=0.021741456177008588 ..................
+[CV]  c1=0.9049035713403341, c2=0.021741456177008588, score=0.845435 -   2.0s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.847925 -   2.1s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.621599 -   1.6s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.717756 -   1.7s
+[CV] c1=0.16114579362036052, c2=0.09197634743194505 ..................
+[CV]  c1=0.16114579362036052, c2=0.09197634743194505, score=0.795468 -   1.8s
+[CV] c1=0.9049035713403341, c2=0.021741456177008588 ..................
+[CV]  c1=0.9049035713403341, c2=0.021741456177008588, score=0.801799 -   2.1s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.779671 -   1.9s
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.961600 -   1.8s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.933241 -   2.0s
+[CV] c1=0.16114579362036052, c2=0.09197634743194505 ..................
+[CV]  c1=0.16114579362036052, c2=0.09197634743194505, score=0.706732 -   1.8s
+[CV] c1=0.9049035713403341, c2=0.021741456177008588 ..................
+[CV]  c1=0.9049035713403341, c2=0.021741456177008588, score=0.750626 -   1.9s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.759154 -   1.9s
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.705910 -   1.5s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.802981 -   1.8s
+[CV] c1=0.16114579362036052, c2=0.09197634743194505 ..................
+[CV]  c1=0.16114579362036052, c2=0.09197634743194505, score=0.891699 -   2.0s
+[CV] c1=0.9049035713403341, c2=0.021741456177008588 ..................
+[CV]  c1=0.9049035713403341, c2=0.021741456177008588, score=0.848726 -   2.2s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.933241 -   2.0s
+[CV] c1=0.1380082549956592, c2=0.015618296578657088 ..................
+[CV]  c1=0.1380082549956592, c2=0.015618296578657088, score=0.868519 -   1.8s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.855051 -   1.9s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.790731 -   2.2s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.667213 -   1.9s
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.906414 -   1.4s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.860682 -   2.0s
+[CV] c1=0.16114579362036052, c2=0.09197634743194505 ..................
+[CV]  c1=0.16114579362036052, c2=0.09197634743194505, score=0.917580 -   2.1s
+[CV] c1=0.9049035713403341, c2=0.021741456177008588 ..................
+[CV]  c1=0.9049035713403341, c2=0.021741456177008588, score=0.795856 -   1.9s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.885638 -   2.0s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.746316 -   1.8s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.705446 -   1.7s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.885638 -   1.9s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.896573 -   1.9s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.677691 -   1.6s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.732294 -   1.9s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.895764 -   2.1s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.802130 -   1.8s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.784018 -   1.9s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.860350 -   1.8s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.691162 -   1.6s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.735598 -   1.9s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.705265 -   1.8s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.702864 -   1.6s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.730482 -   1.8s
+[CV] c1=0.1380082549956592, c2=0.015618296578657088 ..................
+[CV]  c1=0.1380082549956592, c2=0.015618296578657088, score=0.680522 -   1.6s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.660504 -   1.8s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.778562 -   1.8s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.917580 -   2.0s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.768697 -   1.7s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.906414 -   2.1s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.900313 -   1.9s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.730917 -   1.9s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.657484 -   1.9s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.738645 -   1.6s
+[CV] c1=0.1380082549956592, c2=0.015618296578657088 ..................
+[CV]  c1=0.1380082549956592, c2=0.015618296578657088, score=0.865290 -   1.8s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.618706 -   1.6s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.868519 -   1.9s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.933241 -   1.9s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.906753 -   1.8s
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.818747 -   1.8s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.790731 -   2.0s
+[CV] c1=0.16114579362036052, c2=0.09197634743194505 ..................
+[CV]  c1=0.16114579362036052, c2=0.09197634743194505, score=0.940922 -   1.9s
+[CV] c1=0.9049035713403341, c2=0.021741456177008588 ..................
+[CV]  c1=0.9049035713403341, c2=0.021741456177008588, score=0.925895 -   2.4s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.759154 -   1.9s
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.902851 -   1.2s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.708096 -   1.7s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.702905 -   1.6s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.680522 -   1.6s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.880312 -   1.9s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.673283 -   1.5s
+[CV] c1=0.1380082549956592, c2=0.015618296578657088 ..................
+[CV]  c1=0.1380082549956592, c2=0.015618296578657088, score=0.735598 -   1.9s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.903262 -   2.2s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.692874 -   1.6s
+[CV] c1=1.1812306284364236, c2=0.008430514440727933 ..................
+[CV]  c1=1.1812306284364236, c2=0.008430514440727933, score=0.654653 -   1.6s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.775820 -   1.5s
+[CV] c1=0.1380082549956592, c2=0.015618296578657088 ..................
+[CV]  c1=0.1380082549956592, c2=0.015618296578657088, score=0.906414 -   1.8s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.876015 -   1.7s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.790731 -   1.9s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.752420 -   1.9s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.795468 -   1.5s
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.860451 -   1.9s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.687710 -   2.0s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.660536 -   2.0s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.891699 -   2.2s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.925895 -   1.9s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.855051 -   1.8s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.759140 -   1.9s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.814637 -   2.0s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.790731 -   1.9s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.885638 -   2.1s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.868519 -   1.9s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.775820 -   1.9s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.710654 -   1.5s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.711685 -   1.9s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.729114 -   1.8s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.791847 -   1.9s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.868519 -   2.0s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.872764 -   2.0s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.795856 -   1.8s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.917580 -   1.6s
+[CV] c1=0.1380082549956592, c2=0.015618296578657088 ..................
+[CV]  c1=0.1380082549956592, c2=0.015618296578657088, score=0.885770 -   1.9s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.784987 -   1.9s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.860350 -   1.9s
+[CV] c1=1.1812306284364236, c2=0.008430514440727933 ..................
+[CV]  c1=1.1812306284364236, c2=0.008430514440727933, score=0.817651 -   1.8s
+[CV] c1=0.8585868277805841, c2=0.018563372539478897 ..................
+[CV]  c1=0.8585868277805841, c2=0.018563372539478897, score=0.657484 -   1.3s
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.741095 -   1.8s
+[CV] c1=0.49898154231973574, c2=0.00020584758644216306 ...............
+[CV]  c1=0.49898154231973574, c2=0.00020584758644216306, score=0.906753 -   2.0s
+[CV] c1=0.16114579362036052, c2=0.09197634743194505 ..................
+[CV]  c1=0.16114579362036052, c2=0.09197634743194505, score=0.760655 -   2.3s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.732294 -   2.2s
+[CV] c1=0.5180245113660787, c2=0.03601101440244791 ...................
+[CV]  c1=0.5180245113660787, c2=0.03601101440244791, score=0.732929 -   2.0s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.876503 -   2.0s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.938643 -   2.1s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.775858 -   1.9s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.693226 -   2.0s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.940922 -   1.5s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.664861 -   1.8s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.891699 -   2.2s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.932866 -   2.0s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.836344 -   2.2s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.705446 -   1.5s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.775820 -   2.0s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.687710 -   2.2s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.925895 -   2.1s
+[CV] c1=0.603209677420507, c2=0.0025056598967555105 ..................
+[CV]  c1=0.603209677420507, c2=0.0025056598967555105, score=0.717098 -   1.9s
+[CV] c1=0.8585868277805841, c2=0.018563372539478897 ..................
+[CV]  c1=0.8585868277805841, c2=0.018563372539478897, score=0.714899 -   1.1s
+[CV] c1=0.08997152792208764, c2=0.004363773952774669 .................
+[CV]  c1=0.08997152792208764, c2=0.004363773952774669, score=0.784018 -   2.1s
+[CV] c1=0.3286068152393628, c2=0.10962981701798313 ...................
+[CV]  c1=0.3286068152393628, c2=0.10962981701798313, score=0.786699 -   2.1s
+[CV] c1=0.6822425755498431, c2=0.020713938001918012 ..................
+[CV]  c1=0.6822425755498431, c2=0.020713938001918012, score=0.743357 -   1.8s
+[CV] c1=0.37575104918065877, c2=0.014068909404949474 .................
+[CV]  c1=0.37575104918065877, c2=0.014068909404949474, score=0.932315 -   2.1s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.900313 -   1.9s
+[CV] c1=0.1380082549956592, c2=0.015618296578657088 ..................
+[CV]  c1=0.1380082549956592, c2=0.015618296578657088, score=0.746614 -   1.9s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.947043 -   1.9s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.868519 -   1.9s
+[CV] c1=1.1812306284364236, c2=0.008430514440727933 ..................
+[CV]  c1=1.1812306284364236, c2=0.008430514440727933, score=0.760289 -   1.8s
+[CV] c1=0.8585868277805841, c2=0.018563372539478897 ..................
+[CV]  c1=0.8585868277805841, c2=0.018563372539478897, score=0.802518 -   1.4s
+[CV] c1=0.1380082549956592, c2=0.015618296578657088 ..................
+[CV]  c1=0.1380082549956592, c2=0.015618296578657088, score=0.784987 -   1.9s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.765357 -   1.8s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.885638 -   2.0s
+[CV] c1=1.1812306284364236, c2=0.008430514440727933 ..................
+[CV]  c1=1.1812306284364236, c2=0.008430514440727933, score=0.776993 -   1.8s
+[CV] c1=0.8585868277805841, c2=0.018563372539478897 ..................
+[CV]  c1=0.8585868277805841, c2=0.018563372539478897, score=0.880312 -   1.6s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.784987 -   1.8s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.891699 -   1.9s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.891699 -   1.9s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.801799 -   2.0s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.855051 -   1.7s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.977820 -   1.9s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.947043 -   1.9s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.717098 -   2.1s
+[CV] c1=1.1812306284364236, c2=0.008430514440727933 ..................
+[CV]  c1=1.1812306284364236, c2=0.008430514440727933, score=0.880564 -   2.0s
+[CV] c1=0.8585868277805841, c2=0.018563372539478897 ..................
+[CV]  c1=0.8585868277805841, c2=0.018563372539478897, score=0.751956 -   1.5s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.891699 -   2.2s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.906414 -   2.0s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.868519 -   2.0s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.718052 -   1.6s
+[CV] c1=0.14485727750148428, c2=0.21618502439248377 ..................
+[CV]  c1=0.14485727750148428, c2=0.21618502439248377, score=0.891699 -   2.1s
+[CV] c1=0.05199276558605893, c2=0.0702365499252205 ...................
+[CV]  c1=0.05199276558605893, c2=0.0702365499252205, score=0.940922 -   2.1s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.795468 -   1.8s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.895764 -   2.1s
+[CV] c1=0.8844076483955583, c2=0.11585472431298503 ...................
+[CV]  c1=0.8844076483955583, c2=0.11585472431298503, score=0.925895 -   2.0s
+[CV] c1=0.8585868277805841, c2=0.018563372539478897 ..................
+[CV]  c1=0.8585868277805841, c2=0.018563372539478897, score=0.711685 -   1.6s
+[CV] c1=0.1380082549956592, c2=0.015618296578657088 ..................
+[CV]  c1=0.1380082549956592, c2=0.015618296578657088, score=0.690217 -   1.6s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.906414 -   2.0s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.860614 -   2.2s
+[CV] c1=1.1812306284364236, c2=0.008430514440727933 ..................
+[CV]  c1=1.1812306284364236, c2=0.008430514440727933, score=0.717051 -   1.7s
+[CV] c1=0.8585868277805841, c2=0.018563372539478897 ..................
+[CV]  c1=0.8585868277805841, c2=0.018563372539478897, score=0.863709 -   1.6s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.906414 -   2.0s
+[CV] c1=0.06155533734282551, c2=0.11747794204884306 ..................
+[CV]  c1=0.06155533734282551, c2=0.11747794204884306, score=0.855051 -   1.9s
+[CV] c1=0.32267196716974095, c2=0.030929293399615435 .................
+[CV]  c1=0.32267196716974095, c2=0.030929293399615435, score=0.925895 -   2.0s
+[CV] c1=1.1812306284364236, c2=0.008430514440727933 ..................
+[CV]  c1=1.1812306284364236, c2=0.008430514440727933, score=0.699424 -   1.9s
+[CV] c1=0.8585868277805841, c2=0.018563372539478897 ..................
+[CV]  c1=0.8585868277805841, c2=0.018563372539478897, score=0.821625 -   1.7s
+[CV] c1=0.08369291557347798, c2=0.012233988100281703 .................
+[CV]  c1=0.08369291557347798, c2=0.012233988100281703, score=0.908780 -   2.0s
+[CV] c1=0.14146941159261275, c2=0.0623745074286256 ...................
+[CV]  c1=0.14146941159261275, c2=0.0623745074286256, score=0.732294 -   2.2s
+[CV] c1=0.5149952083751863, c2=0.020547420013119894 ..................
+[CV]  c1=0.5149952083751863, c2=0.020547420013119894, score=0.791382 -   1.9s
+[CV] c1=1.1812306284364236, c2=0.008430514440727933 ..................
+[CV]  c1=1.1812306284364236, c2=0.008430514440727933, score=0.827582 -   1.9s
+[CV] c1=0.8585868277805841, c2=0.018563372539478897 ..................
+[CV]  c1=0.8585868277805841, c2=0.018563372539478897, score=0.795856 -   1.7s
+Training done in: 12.580321s
+     Saving training model...
+        Saving training model done in: 0.013719s
+*********************************
+Prediction done in: 0.043038s

 ********** TRAINING AND TESTING REPORT **********
 Training file: training-data-set-70_v4.txt
 
-best params:{'c1': 0.025778789677348212, 'c2': 0.0018714562014074947}
-best CV score:0.8085092726655764
-model size: 0.08M
+best params:{'c1': 0.008401850714357223, 'c2': 0.010433611834050949}
+best CV score:0.8001659242959697
+model size: 0.10M
 
-Flat F1: 0.8137583902797803
+Flat F1: 0.8047780251190458
              precision    recall  f1-score   support
 
-         OD      1.000     0.405     0.577        37
+         OD      0.789     0.405     0.536        37
          pH      1.000     1.000     1.000        12
-  Technique      0.880     1.000     0.936        22
-        Med      0.852     0.912     0.881        57
+  Technique      0.952     0.909     0.930        22
+        Med      0.897     0.912     0.904        57
        Temp      0.818     1.000     0.900        18
        Vess      0.000     0.000     0.000         0
        Agit      0.000     0.000     0.000         0
       Phase      1.000     0.947     0.973        19
-        Air      0.920     0.742     0.821        62
-       Anti      1.000     0.444     0.615         9
+        Air      0.780     0.742     0.760        62
+       Anti      1.000     0.667     0.800         9
      Strain      1.000     1.000     1.000         1
-      Gtype      0.905     0.811     0.856       106
+      Gtype      0.867     0.802     0.833       106
   Substrain      0.000     0.000     0.000         1
-       Supp      0.883     0.669     0.762       136
+       Supp      0.869     0.684     0.765       136
    Gversion      0.000     0.000     0.000         0
 
-avg / total      0.904     0.760     0.814       480
+avg / total      0.866     0.762     0.805       480
 
 
 Top likely transitions:
-OD     -> OD      6.458139
-Agit   -> Agit    6.258931
-Anti   -> Anti    6.237003
-Temp   -> Temp    6.159227
-Med    -> Med     5.670034
-O      -> O       5.195209
-Air    -> Air     5.178796
-Gversion -> Gversion 5.056321
-Gtype  -> Gtype   4.897516
-Phase  -> Phase   4.866866
-Technique -> Technique 4.086604
-Supp   -> Supp    3.969422
-pH     -> pH      2.272089
-Substrain -> Gtype   1.512606
-O      -> Supp    1.281866
-Gtype  -> Supp    1.254695
-Technique -> Air     1.119472
-O      -> Technique 1.098084
-O      -> Anti    0.739732
-O      -> Gtype   0.595581
-O      -> Gversion 0.361965
-O      -> Temp    0.359101
-Gtype  -> pH      0.252154
-O      -> Strain  0.203795
-Air    -> O       0.106227
-Gtype  -> Air     0.052216
-O      -> pH      0.007039
-Gversion -> Supp    -0.000001
-pH     -> Supp    -0.000232
-Strain -> O       -0.001882
-Phase  -> Supp    -0.055890
-Phase  -> Air     -0.056319
-OD     -> Phase   -0.082524
-O      -> Phase   -0.121225
-O      -> OD      -0.123240
-Gtype  -> Phase   -0.163289
-Temp   -> O       -0.187600
-Med    -> O       -0.241653
-Gtype  -> Gversion -0.242298
-pH     -> O       -0.266321
-OD     -> Supp    -0.290317
-Air    -> Gtype   -0.354319
-Phase  -> Temp    -0.371875
-Anti   -> O       -0.373128
-Phase  -> pH      -0.374040
-Phase  -> Gtype   -0.388060
-Technique -> Gtype   -0.398116
-Gversion -> O       -0.453455
-Air    -> Phase   -0.500367
-Supp   -> Phase   -0.539395
+Agit   -> Agit    6.023468
+OD     -> OD      5.987741
+Anti   -> Anti    5.339561
+O      -> O       5.206576
+Temp   -> Temp    5.181595
+Med    -> Med     5.180925
+Air    -> Air     4.646819
+Gversion -> Gversion 4.293932
+Gtype  -> Gtype   4.243250
+Phase  -> Phase   4.214400
+Supp   -> Supp    4.068489
+Technique -> Technique 3.260803
+pH     -> pH      2.779994
+O      -> Supp    1.733365
+Substrain -> Gtype   1.597482
+O      -> Technique 1.105926
+Gtype  -> Supp    1.074709
+O      -> Gtype   0.988353
+Technique -> Air     0.947990
+O      -> Anti    0.752151
+O      -> Temp    0.715991
+Gtype  -> pH      0.687911
+O      -> Strain  0.484049
+Air    -> O       0.435475
+Gtype  -> Air     0.237417
+O      -> pH      0.237401
+O      -> Gversion 0.212779
+O      -> Vess    0.076820
+O      -> Phase   0.037554
+pH     -> Gversion -0.000018
+OD     -> Strain  -0.003457
+Phase  -> Strain  -0.004908
+Air    -> Vess    -0.005394
+Phase  -> Gversion -0.014599
+Gtype  -> Agit    -0.016123
+Gversion -> Med     -0.016983
+Vess   -> O       -0.017867
+Gtype  -> Strain  -0.043341
+Anti   -> Gversion -0.044629
+Agit   -> Air     -0.049411
+Gversion -> Anti    -0.055390
+OD     -> pH      -0.057387
+Gtype  -> Vess    -0.065585
+Substrain -> Supp    -0.071178
+Agit   -> Supp    -0.075952
+Phase  -> O       -0.085482
+Air    -> Substrain -0.092852
+Air    -> Agit    -0.094494
+pH     -> OD      -0.094754
+Strain -> OD      -0.101112
 
 
 Top unlikely transitions:
-Med    -> O       -0.241653
-Gtype  -> Gversion -0.242298
-pH     -> O       -0.266321
-OD     -> Supp    -0.290317
-Air    -> Gtype   -0.354319
-Phase  -> Temp    -0.371875
-Anti   -> O       -0.373128
-Phase  -> pH      -0.374040
-Phase  -> Gtype   -0.388060
-Technique -> Gtype   -0.398116
-Gversion -> O       -0.453455
-Air    -> Phase   -0.500367
-Supp   -> Phase   -0.539395
-O      -> Med     -0.558012
-Technique -> O       -0.563680
-Technique -> pH      -0.572119
-OD     -> Air     -0.575190
-Phase  -> O       -0.591227
-Med    -> Anti    -0.624886
-Anti   -> OD      -0.642709
-O      -> Air     -0.644641
-Phase  -> Technique -0.707027
-Supp   -> pH      -0.714103
-Gtype  -> O       -0.767223
-Supp   -> Gversion -0.770430
-Supp   -> Anti    -0.833703
-Supp   -> Technique -0.866289
-Gtype  -> Med     -0.879350
-Supp   -> OD      -0.892817
-Agit   -> O       -0.961537
-Phase  -> Med     -0.969283
-Temp   -> Med     -1.069687
-Air    -> Temp    -1.156985
-Air    -> Supp    -1.269357
-OD     -> O       -1.314886
-Supp   -> Air     -1.325800
-Technique -> OD      -1.524590
-OD     -> Med     -1.583386
-Supp   -> Gtype   -1.630169
-Gtype  -> OD      -1.657535
-Supp   -> O       -1.680041
-Supp   -> Temp    -1.709825
-Air    -> Med     -1.823169
-OD     -> Gtype   -1.852919
-Gtype  -> Anti    -1.909177
-Substrain -> O       -1.923623
-Air    -> OD      -2.860427
-Med    -> Supp    -2.964145
-Supp   -> Med     -3.290588
-Phase  -> OD      -4.227426
+Med    -> Technique -0.617122
+Anti   -> Gtype   -0.648491
+Technique -> Supp    -0.653349
+Air    -> Gtype   -0.674312
+Phase  -> Supp    -0.687180
+Supp   -> pH      -0.691310
+OD     -> Temp    -0.720203
+Phase  -> Med     -0.735659
+OD     -> Technique -0.736152
+Gtype  -> Gversion -0.736973
+Gtype  -> Technique -0.792645
+Supp   -> Vess    -0.796725
+Gversion -> Air     -0.836299
+Air    -> Temp    -0.858957
+Temp   -> Med     -0.902701
+Air    -> Phase   -0.915814
+Supp   -> O       -0.968464
+Supp   -> Gversion -0.977110
+Med    -> Air     -1.000282
+Supp   -> Temp    -1.033968
+Agit   -> O       -1.058024
+Supp   -> OD      -1.067605
+OD     -> Supp    -1.103342
+Phase  -> Technique -1.118669
+Med    -> Anti    -1.133071
+Anti   -> OD      -1.138727
+Gtype  -> Med     -1.277127
+Air    -> Supp    -1.287339
+Gtype  -> Phase   -1.342335
+OD     -> Med     -1.360718
+Supp   -> Gtype   -1.375229
+Supp   -> Phase   -1.381910
+OD     -> Gtype   -1.386571
+Supp   -> Anti    -1.412562
+Air    -> Med     -1.437236
+OD     -> O       -1.444132
+Gtype  -> OD      -1.484604
+Supp   -> Technique -1.559328
+Substrain -> O       -1.575494
+O      -> Air     -1.706096
+Gtype  -> Anti    -1.722995
+Supp   -> Air     -1.758624
+Technique -> Gtype   -1.763985
+Technique -> pH      -1.821163
+Technique -> OD      -1.868841
+OD     -> Air     -2.015499
+Med    -> Supp    -2.311994
+Air    -> OD      -2.334329
+Supp   -> Med     -2.339867
+Phase  -> OD      -3.142146
 
 
 Top positive:
-11.662855 Supp     b'lemma:Iron'
-10.511953 O        b'lemma:_'
-10.230310 Phase    b'lemma:stationary'
-9.183606 Air      b'lemma:anaerobic'
-9.126291 O        b'lemma:1'
-8.974301 Med      b'lemma:MOPS'
-8.702900 O        b'lemma:rpob'
-8.676761 Phase    b'lemma:mid-log'
-8.568886 Air      b'lemma:aerobic'
-8.230748 Technique b'lemma:chipseq'
-8.195390 Technique b'lemma:ChIP-exo'
-8.058605 O        b'-1:lemma:tag'
-7.748813 Supp     b'lemma:nitrate'
-7.383352 Med      b'lemma:LB'
-7.258212 O        b'lemma:2'
-7.185114 Gversion b'lemma:asm584v2'
-7.171158 O        b'lemma:3'
-7.148092 Strain   b'lemma:k-12'
-7.115910 Supp     b'lemma:pq'
-7.026371 O        b'lemma:for'
-7.014323 Gtype    b'lemma:arca8myc'
-7.008078 Supp     b'+1:lemma:\xc2\xb5m'
-6.977598 Gtype    b'lemma:\xce\xb4cra'
-6.880186 Gtype    b'lemma:flag-tag'
-6.880186 Gtype    b'-1:lemma:c-terminal'
-6.658138 Gtype    b'lemma:delta-arca'
-6.634178 O        b'lemma:rep3'
-6.604885 O        b'lemma:rep1'
-6.417248 O        b'lemma:rep2'
-6.415638 O        b'lemma:Custom'
-6.361925 Gtype    b'lemma:fnr8myc'
-6.326103 Supp     b'lemma:acetate'
-6.318547 O        b'-1:lemma:ChIP-exo'
-6.305986 OD       b'+1:lemma:stationary'
-6.292137 Air      b'lemma:Aerobic'
-6.239583 Supp     b'-1:lemma:Cra'
-6.162599 Air      b'-1:lemma:ChIP-Seq'
-6.138632 O        b'-1:lemma:0.3-0.35'
-6.069303 O        b'lemma:b'
-6.025530 Substrain b'lemma:mg1655'
-6.018017 OD       b'lemma:od450'
-5.968029 Anti     b'lemma:none'
-5.951239 Technique b'lemma:rna-seq'
-5.870411 Gtype    b'lemma:delta-fnr'
-5.859331 Supp     b'lemma:rifampicin'
-5.853962 O        b'lemma:with'
-5.787035 Supp     b'lemma:Fe'
-5.696867 O        b'lemma:Cra'
-5.666336 Gtype    b'lemma:wt'
-5.634727 O        b'lemma:\xcf\x8332'
-5.556439 Anti     b'lemma:seqa'
-5.495699 Technique b'lemma:rnaseq'
-5.475249 O        b'lemma:-'
-5.461891 O        b'postag::'
-5.444655 Gtype    b'-1:lemma:\xe2\x88\x86'
-5.439532 Supp     b'lemma:nh4cl'
-5.347691 Med      b'+1:lemma:0.4'
-5.306864 Gtype    b'+1:lemma:type'
-5.249286 Supp     b'lemma:arginine'
-5.228272 Anti     b'lemma:anti-myc'
-5.189623 Gtype    b'lemma:\xce\xb4fur'
-5.112523 Med      b'lemma:lb'
-5.068530 O        b'lemma:chip'
-5.060776 O        b'lemma:CEL'
-5.009251 O        b'lemma:a'
-4.960032 Temp     b'-1:lemma:\xcf\x8332'
-4.958666 O        b'-1:lemma:Aerobic'
-4.897653 Supp     b'-1:lemma:+'
-4.868444 O        b'lemma:.'
-4.868444 O        b'postag:.'
-4.830243 Supp     b'lemma:glucose'
-4.820752 Supp     b'lemma:no3'
-4.796496 Supp     b'lemma:dpd'
-4.791818 O        b'+1:postag:RB'
-4.789121 O        b'-1:lemma:anaerobic'
-4.777256 Temp     b'-1:lemma:37'
-4.758659 Technique b'-1:lemma:IP'
-4.751186 Gtype    b'lemma:wild-type'
-4.743291 Supp     b'+1:lemma:1'
-4.741868 Vess     b'lemma:flask'
-4.741868 Vess     b'-1:lemma:warm'
-4.683816 O        b'-1:lemma:glucose'
-4.643413 Anti     b'lemma:anti-rpos'
-4.633816 Technique b'lemma:chip-seq'
-4.629451 O        b'lemma:oxyr'
-4.567353 Gtype    b'lemma:\xe2\x88\x86'
-4.557296 Supp     b'lemma:fructose'
-4.556286 O        b'lemma:affyexp'
-4.553249 OD       b'lemma:od600'
-4.531615 Gtype    b'lemma:type'
-4.489891 O        b'-1:lemma:0.3'
-4.480766 O        b'lemma:2-3'
-4.479384 Gversion b'lemma:nc'
-4.467099 Technique b'+1:lemma:chip-exo'
-4.434426 Gtype    b'lemma:\xce\xb4soxs'
-4.430899 O        b'-1:lemma:dpd'
-4.412502 Strain   b'+1:lemma:substr'
-4.408579 O        b'lemma:or'
-4.394512 O        b'+1:lemma:o.d.'
-4.374031 O        b'+1:lemma:sparging'
-4.312161 Phase    b'+1:lemma:for'
-4.261060 O        b'lemma:chip-arca'
-4.215222 Air      b'lemma:anerobically'
-4.197581 Technique b'+1:lemma:rna-seq'
-4.178924 Supp     b'+1:lemma:_'
-4.178128 Gversion b'lemma:chip-seq'
-4.162694 Technique b'lemma:ChIP-Seq'
-4.136869 Supp     b'+1:lemma:hour'
-4.135692 O        b'+1:lemma:od600'
-4.120055 O        b'postag:IN'
-4.088450 Gtype    b'lemma:nsrr'
-4.087944 Med      b'-1:lemma:ml'
-4.053773 Gtype    b'+1:lemma:with'
-4.022074 Gtype    b'lemma:\xce\xb4ompr'
-4.019457 Gtype    b'lemma:WT'
-3.994335 Gversion b'-1:lemma:nc'
-3.986008 pH       b'lemma:ph5'
-3.986008 pH       b'+1:lemma:.5'
-3.963426 O        b'lemma:ompr'
-3.957893 Med      b'+1:lemma:2.0'
-3.957602 O        b'-1:lemma:lb'
-3.947299 Med      b'+1:lemma:contain'
-3.938942 Gtype    b'lemma:pk4854'
-3.936645 Supp     b'lemma:Leu'
-3.914299 Supp     b'+1:lemma:2'
-3.906482 O        b'lemma:Fur'
-3.904505 Gversion b'lemma:u00096'
-3.904505 Gversion b'+1:lemma:.2'
-3.885731 Technique b'-1:lemma:input'
-3.877441 O        b'-1:lemma:\xc2\xb0c'
-3.864432 Gversion b'lemma:.2'
-3.864432 Gversion b'-1:lemma:u00096'
-3.854046 Substrain b'+1:lemma:phtpg'
-3.853262 O        b'lemma:s'
-3.836382 O        b'-1:lemma:type'
-3.827763 O        b'lemma:soxs'
-3.827763 O        b'lemma:soxr'
-3.789271 Technique b'-1:lemma:chip-exo'
-3.787785 Gtype    b'lemma:deltaseqa'
-3.787785 Gtype    b'-1:lemma:old'
-3.767682 O        b'+1:lemma:43'
-3.736088 Air      b'lemma:Anaerobic'
-3.723469 O        b'lemma:argr'
-3.707152 Med      b'lemma:L'
-3.707152 Med      b'+1:lemma:broth'
-3.693116 O        b'lemma:purr'
-3.692833 Gtype    b'lemma:\xce\xb4oxyr'
-3.687510 Gtype    b'-1:lemma:ptac'
-3.668468 Gtype    b'lemma:\xce\xb4soxr'
-3.661904 Supp     b'lemma:Adenine'
-3.646336 O        b'+1:lemma:chip-seq'
-3.633392 O        b'lemma:Lrp'
-3.623734 Supp     b'lemma:nacl'
-3.589169 O        b'lemma:chip-fnr'
-3.581632 Med      b'lemma:glucose'
-3.560733 Supp     b'lemma:iptg'
-3.552695 O        b'lemma:delta'
-3.509922 O        b'postag:VBN'
-3.445521 Med      b'lemma:m63'
-3.434419 Temp     b'lemma:37'
-3.388210 Temp     b'-1:lemma:43'
-3.386139 Gtype    b'+1:lemma:knock-out'
-3.379573 Temp     b'-1:lemma:sample'
-3.363114 Anti     b'+1:lemma:antibody'
-3.344587 Gtype    b'+1:lemma:flagtag'
-3.343995 Gtype    b'lemma:dfnr'
-3.336085 Med      b'+1:lemma:minimal'
-3.329171 Gtype    b'-1:lemma:rpob'
-3.326850 Supp     b'+1:lemma:Deficient'
-3.310593 Phase    b'-1:lemma:until'
-3.304072 O        b'lemma:supplement'
-3.302560 O        b'+1:lemma:37'
-3.285761 Gtype    b'lemma:ptac'
-3.282886 OD       b'lemma:0.3'
-3.280884 Gversion b'lemma:000913'
-3.277170 Temp     b'lemma:\xc2\xb0c'
-3.267178 pH       b'lemma:.5'
-3.267178 pH       b'-1:lemma:ph5'
-3.266678 Air      b'lemma:anaerobically'
-3.258256 Med      b'-1:lemma:LB'
-3.245906 O        b'lemma:at'
-3.227428 Temp     b'lemma:43'
-3.174057 O        b'postag:DT'
-3.124069 O        b'-1:lemma:000913'
-3.122174 O        b'-1:lemma:min'
-3.116791 Air      b'postag:RB'
-3.107732 O        b'lemma:pt7'
-3.040595 Gtype    b'lemma:\xce\xb4gadw'
-3.006824 O        b'-1:lemma:stpa'
-2.984377 OD       b'-1:lemma:~'
-2.941221 Supp     b'-1:lemma:\xc2\xb5m'
-2.928646 Gversion b'lemma:_'
-2.927017 Gtype    b'lemma:soxs-8myc'
-2.927017 Gtype    b'lemma:soxr-8myc'
-2.916978 O        b'+1:lemma:mid-log'
-2.899360 OD       b'lemma:0.35'
-2.886577 Supp     b'+1:lemma:iptg'
-2.876433 Supp     b'lemma:leucine'
-2.857437 Gtype    b'lemma:purr-8myc'
-2.854621 O        b'postag:SYM'
+9.100852 Phase    b'lemma:stationary'
+8.999666 O        b'lemma:_'
+7.748243 O        b'lemma:1'
+7.006071 Supp     b'lemma:Iron'
+6.641579 O        b'lemma:2'
+6.624553 Strain   b'lemma:k-12'
+6.534879 Air      b'lemma:anaerobic'
+6.384186 Technique b'lemma:ChIP-exo'
+6.173586 Phase    b'lemma:mid-log'
+6.148502 Technique b'lemma:chipseq'
+6.098091 Air      b'lemma:aerobic'
+6.023461 O        b'lemma:3'
+6.014984 O        b'lemma:rpob'
+5.860186 Air      b'-1:lemma:ChIP-Seq'
+5.802538 Supp     b'lemma:pq'
+5.638935 O        b'-1:lemma:tag'
+5.602314 O        b'lemma:rep1'
+5.589299 Gtype    b'lemma:flag-tag'
+5.589299 Gtype    b'-1:lemma:c-terminal'
+5.581884 O        b'lemma:Custom'
+5.540635 Gtype    b'lemma:\xce\xb4cra'
+5.474812 Gtype    b'lemma:arca8myc'
+5.435564 Gversion b'lemma:asm584v2'
+5.394282 O        b'lemma:rep2'
+5.304494 Supp     b'lemma:nh4cl'
+5.296910 Supp     b'lemma:nitrate'
+5.214813 O        b'lemma:Cra'
+5.213416 O        b'lemma:rep3'
+5.212603 Supp     b'lemma:acetate'
+5.118628 Supp     b'lemma:glucose'
+5.066237 Gtype    b'lemma:wt'
+5.033217 Substrain b'lemma:mg1655'
+4.964764 Gtype    b'lemma:fnr8myc'
+4.937549 Med      b'lemma:MOPS'
+4.932561 Gtype    b'lemma:delta-arca'
+4.932143 O        b'-1:lemma:0.3-0.35'
+4.874040 Med      b'lemma:LB'
+4.818460 O        b'lemma:b'
+4.732064 Technique b'lemma:rna-seq'
+4.724853 Supp     b'lemma:no3'
+4.706345 Air      b'lemma:Aerobic'
+4.654200 Supp     b'+1:lemma:Deficient'
+4.633561 Supp     b'+1:lemma:\xc2\xb5m'
+4.585571 Supp     b'-1:lemma:Cra'
+4.563109 O        b'lemma:a'
+4.553217 Anti     b'lemma:none'
+4.530685 O        b'lemma:\xcf\x8332'
+4.515755 O        b'lemma:with'
+4.479081 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.475079 Supp     b'lemma:Fe'
+4.452629 Technique b'lemma:chip-seq'
+4.444236 O        b'-1:lemma:Aerobic'
+4.435460 Anti     b'lemma:seqa'
+4.292325 O        b'lemma:.'
+4.292325 O        b'postag:.'
+4.273737 O        b'+1:postag:RB'
+4.252089 Gtype    b'lemma:delta-fnr'
+4.231472 Med      b'lemma:lb'
+4.224780 O        b'-1:lemma:ChIP-exo'
+4.206346 Supp     b'lemma:rifampicin'
+4.199432 Supp     b'lemma:dpd'
+4.196830 Technique b'lemma:rnaseq'
+4.150761 Gversion b'lemma:chip-seq'
+4.119365 O        b'lemma:CEL'
+4.091076 Supp     b'+1:lemma:1'
+4.009950 O        b'+1:lemma:od600'
+3.985436 Gversion b'lemma:nc'
+3.944251 O        b'postag::'
+3.932450 Supp     b'lemma:arginine'
+3.929084 OD       b'lemma:od600'
+3.904034 O        b'postag:IN'
+3.892475 OD       b'lemma:od450'
+3.890673 O        b'-1:lemma:glucose'
+3.863795 Strain   b'+1:lemma:substr'
+3.821365 O        b'lemma:chip-arca'
+3.806189 Med      b'+1:lemma:0.4'
+3.785919 Gtype    b'lemma:type'
+3.769177 Gtype    b'lemma:\xce\xb4fur'
+3.757933 O        b'lemma:-'
+3.738083 O        b'lemma:at'
+3.718639 O        b'lemma:s'
+3.712990 Vess     b'lemma:flask'
+3.712990 Vess     b'-1:lemma:warm'
+3.710102 Supp     b'lemma:fructose'
+3.662732 Anti     b'lemma:anti-myc'
+3.626865 O        b'lemma:ompr'
+3.624215 O        b'lemma:affyexp'
+3.616354 OD       b'+1:lemma:stationary'
+3.602114 O        b'lemma:oxyr'
+3.576976 O        b'-1:lemma:lb'
+3.569370 Gtype    b'lemma:\xce\xb4soxs'
+3.553173 O        b'-1:lemma:anaerobic'
+3.551741 Supp     b'-1:lemma:+'
+3.536448 Supp     b'+1:lemma:2'
+3.514973 Supp     b'lemma:nacl'
+3.503853 Supp     b'+1:lemma:_'
+3.482883 Air      b'lemma:Anaerobic'
+3.480740 O        b'lemma:2-3'
+3.480105 Gtype    b'lemma:WT'
+3.474757 Gtype    b'lemma:wild-type'
+3.469456 O        b'lemma:argr'
+3.457060 Med      b'+1:lemma:2.0'
+3.419049 O        b'lemma:for'
+3.379644 pH       b'lemma:ph5'
+3.379644 pH       b'+1:lemma:.5'
+3.367140 O        b'postag:VBN'
+3.356569 Gtype    b'lemma:\xce\xb4ompr'
+3.317528 Med      b'lemma:m63'
+3.306615 Supp     b'lemma:Leu'
+3.296772 Supp     b'lemma:Adenine'
+3.296739 Air      b'postag:RB'
+3.294576 Gtype    b'lemma:nsrr'
+3.286258 O        b'+1:lemma:chip-seq'
+3.282887 O        b'lemma:purr'
+3.266319 Air      b'lemma:anerobically'
+3.218805 Gtype    b'lemma:\xe2\x88\x86'
+3.190285 Med      b'+1:lemma:minimal'
+3.188756 Gtype    b'+1:lemma:type'
+3.170208 Gtype    b'+1:lemma:with'
+3.161736 O        b'-1:lemma:type'
+3.148922 O        b'-1:lemma:stpa'
+3.133657 Gversion b'lemma:u00096'
+3.133657 Gversion b'+1:lemma:.2'
+3.125085 Gversion b'lemma:.2'
+3.125085 Gversion b'-1:lemma:u00096'
+3.118643 Med      b'-1:lemma:ml'
+3.117225 Gtype    b'lemma:deltaseqa'
+3.117225 Gtype    b'-1:lemma:old'
+3.112128 O        b'lemma:pt7'
+3.102115 O        b'lemma:Lrp'
+3.099621 Technique b'lemma:ChIP-Seq'
+3.081419 Air      b'lemma:anaerobically'
+3.067625 O        b'lemma:or'
+3.063004 Gversion b'lemma:000913'
+3.052833 O        b'lemma:Fur'
+3.018143 Gtype    b'lemma:pk4854'
+3.011617 O        b'lemma:soxs'
+3.011617 O        b'lemma:soxr'
+3.000132 Gtype    b'+1:lemma:pq'
+2.985754 Gtype    b'-1:lemma:ptac'
+2.973552 Temp     b'lemma:43'
+2.963324 Gtype    b'-1:lemma:rpob'
+2.958448 Temp     b'lemma:\xc2\xb0c'
+2.953047 Gtype    b'+1:lemma:flagtag'
+2.940589 Temp     b'-1:lemma:43'
+2.931670 Air      b'-1:lemma:-'
+2.908980 O        b'+1:lemma:pq'
+2.898571 O        b'+1:lemma:o.d.'
+2.897413 Phase    b'+1:lemma:for'
+2.889124 Supp     b'+1:lemma:deficient'
+2.883315 Technique b'-1:lemma:IP'
+2.862356 Med      b'postag:NNP'
+2.855084 Gtype    b'lemma:dfnr'
+2.854348 O        b'-1:lemma:min'
+2.825991 Gtype    b'lemma:\xce\xb4oxyr'
+2.825899 Substrain b'+1:lemma:phtpg'
+2.805567 Technique b'+1:lemma:chip-exo'
+2.802057 Phase    b'+1:lemma:phase'
+2.795215 Gtype    b'lemma:\xce\xb4soxr'
+2.789107 Gversion b'-1:lemma:nc'
+2.785366 Gtype    b'lemma:ptac'
+2.776048 Temp     b'-1:lemma:37'
+2.774544 O        b'lemma:chip-fnr'
+2.770176 O        b'lemma:chip'
+2.760772 Temp     b'lemma:37'
+2.745440 O        b'-1:lemma:dpd'
+2.743110 Technique b'-1:lemma:input'
+2.730665 Air      b'+1:lemma:at'
+2.727900 Anti     b'lemma:anti-rpos'
+2.727268 O        b'+1:lemma:43'
+2.717795 Supp     b'lemma:iptg'
+2.713876 O        b'-1:lemma:0.3'
+2.687853 Gtype    b'+1:lemma:aerobic'
+2.619262 OD       b'-1:lemma:~'
+2.616842 Temp     b'+1:lemma:\xc2\xb0c'
+2.608331 Gtype    b'+1:lemma:ph5'
+2.591172 Gtype    b'lemma:flagtag'
+2.589296 Med      b'lemma:L'
+2.589296 Med      b'+1:lemma:broth'
+2.584541 Phase    b'-1:lemma:until'
+2.584059 Gtype    b'+1:lemma:knock-out'
+2.575608 O        b'-1:lemma:nh4cl'
+2.574656 Technique b'-1:lemma:chip-exo'
+2.564254 Med      b'lemma:glucose'
+2.556390 Gversion b'lemma:_'
+2.554626 Air      b'-1:lemma:_'
+2.549785 O        b'postag:SYM'
+2.549729 O        b'+1:lemma:mid-log'
+2.543869 Air      b'-1:lemma:phase'
+2.541328 O        b'lemma:A'
+2.537440 Gtype    b'-1:lemma:_'
+2.525410 Supp     b'lemma:leucine'
+2.522615 O        b'lemma:lrp'
+2.522036 Gtype    b'-1:lemma:express'
+2.521629 O        b'-1:lemma:\xc2\xb0c'
+2.520010 O        b'lemma:csir'
+2.520010 O        b'lemma:ntrc'
+2.474244 Anti     b'+1:lemma:antibody'
+2.461694 Supp     b'+1:lemma:leucine'
+2.454280 O        b'lemma:genotype/variation'
 
 
 Top negative:
--0.011735 OD       b'+1:lemma:0.4'
--0.012143 O        b'+1:lemma:0.4'
--0.012737 OD       b'+1:postag:DT'
--0.013567 Gtype    b'+1:postag:IN'
--0.014658 Supp     b'-1:postag:NN'
--0.015388 O        b'+1:lemma:co2'
--0.019498 O        b'+1:lemma:25'
--0.024384 O        b'-1:lemma:mm'
--0.026473 OD       b'+1:lemma:~'
--0.029376 Supp     b'-1:lemma:and'
--0.030278 O        b'lemma:\xc2\xb0c'
--0.033870 Gtype    b'-1:lemma:mg1655'
--0.035964 O        b'+1:lemma:rep1'
--0.036870 Anti     b'-1:postag:NN'
--0.037674 Med      b'-1:lemma:m63'
--0.041457 O        b'-1:lemma:for'
--0.042315 O        b'-1:lemma:in'
--0.043253 O        b'+1:lemma:5'
--0.054536 O        b'+1:lemma:antibody'
--0.056675 OD       b'+1:postag:CD'
--0.057484 O        b'-1:postag:VBN'
--0.057779 O        b'postag:RB'
--0.061765 O        b'-1:lemma:at'
--0.063699 O        b'-1:lemma:of'
--0.073053 Phase    b'+1:postag:NN'
--0.081144 O        b'-1:lemma:o2'
--0.083185 O        b'+1:lemma:-lcb-'
--0.085303 O        b'lemma:o2'
--0.090545 Gversion b'-1:postag:NN'
--0.090810 Gtype    b'lemma:fnr'
--0.094072 O        b'-1:postag:IN'
--0.095560 O        b'+1:lemma:300'
--0.095835 O        b'+1:lemma:culture'
--0.099835 Gtype    b'-1:postag:NN'
--0.104011 Gtype    b'-1:postag:DT'
--0.104295 O        b'-1:lemma:-lrb-'
--0.104392 O        b'+1:postag:CD'
--0.106605 O        b'lemma:e.'
--0.114926 O        b'lemma:aerobically'
--0.123054 Supp     b'-1:lemma:-'
--0.124613 O        b'-1:postag:-LRB-'
--0.130629 O        b'lemma:lb'
--0.135809 O        b'-1:lemma:delta'
--0.137484 O        b'+1:lemma:delta'
--0.145435 O        b'-1:lemma:30'
--0.147772 Phase    b'lemma:pahse'
--0.151829 O        b'-1:lemma:e.'
--0.152470 Phase    b'+1:lemma:pahse'
--0.153511 O        b'+1:lemma:arginine'
--0.156235 Temp     b'-1:postag:IN'
--0.165736 O        b'lemma:n2'
--0.167320 O        b'lemma:m63'
--0.171593 O        b'lemma:mg1655'
--0.171854 O        b'lemma:mg/ml'
--0.171854 O        b'-1:lemma:150'
--0.172097 O        b'+1:lemma:grow'
--0.174184 O        b'+1:lemma:-rrb-'
--0.176692 O        b'lemma:medium'
--0.190407 O        b'-1:lemma:n2'
--0.193709 Technique b'-1:lemma::'
--0.197195 Supp     b'+1:lemma:rifampicin'
--0.199110 Supp     b'+1:lemma:acetate'
--0.211904 Supp     b'lemma:and'
--0.212434 O        b'-1:lemma:fresh'
--0.215208 Med      b'+1:postag:CC'
--0.223718 Supp     b'+1:postag:VBN'
--0.225529 Gtype    b'+1:lemma:\xe2\x88\x86'
--0.227506 O        b'-1:lemma:iptg'
--0.228252 O        b'lemma:grow'
--0.244665 O        b'+1:postag:-RRB-'
--0.248414 Phase    b'-1:lemma:at'
--0.252297 O        b'lemma:co2'
--0.262234 O        b'+1:lemma:until'
--0.264339 Med      b'+1:postag:NNS'
--0.271018 Supp     b'lemma:2'
--0.271420 O        b'+1:lemma:mm'
--0.274442 Air      b'-1:lemma:or'
--0.275533 Air      b'+1:postag:NNP'
--0.282985 O        b'lemma:k-12'
--0.283867 pH       b'postag:NN'
--0.289565 O        b'+1:postag:IN'
--0.292519 Gtype    b'postag:CD'
--0.299546 Supp     b'-1:postag:VBG'
--0.302599 Supp     b'-1:postag:NNP'
--0.304446 OD       b'+1:postag:NN'
--0.304579 O        b'-1:lemma:0.1'
--0.308132 O        b'lemma:30'
--0.315401 O        b'+1:postag:VBG'
--0.328419 O        b'lemma:\xe2\x88\x86'
--0.334410 O        b'+1:lemma:phase'
--0.339050 Med      b'postag:CD'
--0.339573 O        b'lemma:cell'
--0.349122 Gversion b'+1:postag:NN'
--0.350590 O        b'+1:lemma:cell'
--0.353274 O        b'-1:lemma:from'
--0.356173 O        b'-1:lemma:minimal'
--0.365952 Technique b'-1:postag::'
--0.377481 O        b'lemma:m9'
--0.387016 O        b'-1:lemma:um'
--0.387016 O        b'+1:lemma:paraquat'
--0.396762 O        b'lemma:minimal'
--0.399415 Med      b'+1:postag:IN'
--0.400174 O        b'-1:lemma:.'
--0.400174 O        b'-1:postag:.'
--0.405899 Gtype    b'+1:lemma:fnr'
--0.420549 Supp     b'+1:postag:IN'
--0.426457 Temp     b'postag:NN'
--0.443672 Med      b'+1:postag:NN'
--0.454874 O        b'-1:lemma:with'
--0.455975 O        b'-1:lemma:od600'
--0.460725 O        b'lemma:od600'
--0.476927 O        b'lemma:purify'
--0.513975 O        b'lemma:glucose'
--0.514369 O        b'+1:lemma:shake'
--0.516980 O        b'lemma:anaerobic'
--0.543673 O        b'+1:lemma:dissolve'
--0.575481 OD       b'+1:postag:CC'
--0.575983 O        b'+1:lemma:%'
--0.578458 O        b'+1:lemma:\xc2\xb0c'
--0.579234 O        b'+1:lemma:.'
--0.579234 O        b'+1:postag:.'
--0.590831 O        b'-1:lemma:until'
--0.593646 O        b'+1:lemma:minimal'
--0.598050 O        b'-1:lemma:rifampicin'
--0.599013 Anti     b'+1:postag:JJ'
--0.600816 O        b'-1:lemma:grow'
--0.609501 O        b'+1:postag:NNS'
--0.616694 O        b'lemma:mid-log'
--0.622505 OD       b'lemma:-lrb-'
--0.681173 Temp     b'postag:JJ'
--0.682190 O        b'lemma:\xce\xb4fur'
--0.683721 Phase    b'-1:postag:NN'
--0.699842 O        b'-1:lemma:cra'
--0.699863 O        b'+1:lemma:or'
--0.706770 OD       b'postag:-LRB-'
--0.726480 Anti     b'+1:lemma:anti-fur'
--0.739377 O        b'+1:lemma:0.3'
--0.759701 O        b'lemma:0.2'
--0.767286 O        b'-1:lemma:mid-log'
--0.769781 O        b'lemma:dissolve'
--0.773573 O        b'+1:lemma:_'
--0.796461 OD       b'postag:JJ'
--0.804019 O        b'+1:lemma:fecl2'
--0.817322 O        b'+1:lemma:c'
--0.823112 O        b'-1:lemma:0.2'
--0.856156 O        b'lemma:37'
--0.874673 O        b'-1:lemma:ml'
--0.897793 O        b'lemma:dpd'
--0.928954 O        b'lemma:0.3'
--0.935642 O        b'lemma:media'
--0.953224 Supp     b'postag:CC'
--0.962174 O        b'lemma:150'
--0.962174 O        b'+1:lemma:mg/ml'
--0.991546 Temp     b'+1:lemma:to'
--0.991546 Temp     b'+1:postag:TO'
--0.996229 O        b'-1:lemma:co2'
--1.000642 O        b'lemma:of'
--1.005860 O        b'-1:postag::'
--1.099013 O        b'lemma:20'
--1.117230 O        b'-1:lemma:~'
--1.139604 Air      b'postag:NN'
--1.144681 OD       b'+1:lemma:and'
--1.201437 O        b'-1:lemma:dissolve'
--1.201437 O        b'+1:lemma:methanol'
--1.236667 O        b'-1:lemma:sample'
--1.244866 O        b'lemma:wt'
--1.252945 O        b'+1:lemma:g/l'
--1.255778 O        b'-1:lemma:37'
--1.264177 Med      b'-1:postag:IN'
--1.288204 Supp     b'-1:lemma:%'
--1.302552 O        b'lemma:0.1'
--1.371688 O        b'lemma:anaerobically'
--1.410598 O        b'lemma:phase'
--1.489551 O        b'+1:lemma:+'
--1.506032 O        b'+1:lemma:supplement'
--1.532398 O        b'lemma:2h'
--1.532398 O        b'-1:lemma:additional'
--1.534894 Air      b'+1:postag:JJ'
--1.548281 O        b'+1:lemma:in'
--1.565843 Anti     b'postag:NNP'
--1.638452 O        b'postag:VBP'
--1.657980 O        b'lemma:rifampicin'
--1.822232 O        b'+1:lemma:at'
--1.836234 O        b'-1:postag:VBG'
--1.854980 O        b'-1:lemma:IP'
--1.925222 O        b'-1:lemma:2'
--1.936575 O        b'lemma:fecl2'
--1.945977 Air      b'-1:postag:JJ'
--2.044512 O        b'-1:lemma:nsrr'
--2.267485 Phase    b'-1:postag:JJ'
--2.297463 O        b'-1:lemma:rpob'
--2.299343 O        b'+1:lemma:hour'
--2.321612 O        b'lemma:methanol'
--2.467134 O        b'-1:lemma:ompr'
--2.690673 Supp     b'postag:JJ'
--3.133082 O        b'+1:lemma:2'
--3.547425 Phase    b'postag:JJ'
--3.603436 O        b'+1:lemma:1'
--4.365017 O        b'-1:lemma:_'
--5.016691 O        b'-1:lemma::'
+-0.120022 Gtype    b'-1:postag:,'
+-0.120523 O        b'-1:lemma:in'
+-0.122664 O        b'+1:lemma:sample'
+-0.127328 O        b'+1:lemma:mm'
+-0.133270 OD       b'+1:postag:CD'
+-0.138198 O        b'-1:lemma:affinity'
+-0.142281 O        b'lemma:paraquat'
+-0.145257 O        b'+1:lemma:-rrb-'
+-0.146006 Supp     b'lemma:2'
+-0.150887 Anti     b'-1:postag:NN'
+-0.154225 Gtype    b'lemma:_'
+-0.158596 Gtype    b'+1:postag:NNS'
+-0.161604 O        b'-1:postag:IN'
+-0.163779 Gtype    b'+1:lemma:b'
+-0.166301 O        b'-1:lemma:chip-exo'
+-0.167220 O        b'-1:lemma:of'
+-0.171664 O        b'-1:lemma:-lrb-'
+-0.180434 Gversion b'+1:postag:NN'
+-0.192357 O        b'lemma:o2'
+-0.202260 O        b'lemma:e.'
+-0.206741 Gtype    b'+1:lemma:a'
+-0.208788 O        b'+1:postag:-RRB-'
+-0.212004 O        b'-1:lemma:e.'
+-0.218110 O        b'-1:postag:-LRB-'
+-0.235338 O        b'+1:lemma:antibody'
+-0.236328 O        b'+1:lemma:b'
+-0.239367 Anti     b'+1:postag:JJ'
+-0.249593 Gtype    b'-1:lemma:mg1655'
+-0.249870 Supp     b'-1:postag:NNP'
+-0.251500 O        b'+1:lemma:delta'
+-0.252232 Supp     b'+1:postag:IN'
+-0.256537 O        b'-1:lemma:20'
+-0.258317 O        b'lemma:grow'
+-0.269042 O        b'lemma:medium'
+-0.273182 Temp     b'-1:postag:IN'
+-0.274173 Gtype    b'-1:postag:CD'
+-0.280038 O        b'lemma:8'
+-0.280993 O        b'lemma:n2'
+-0.288611 Supp     b'-1:lemma:-'
+-0.293962 Gtype    b'lemma:ompr'
+-0.301245 Strain   b'+1:postag:NN'
+-0.303251 Med      b'-1:lemma:MOPS'
+-0.306188 O        b'-1:lemma:0.1'
+-0.306847 O        b'-1:lemma:n2'
+-0.308913 O        b'+1:lemma:0.4'
+-0.314484 Temp     b'postag:JJ'
+-0.318718 Med      b'+1:postag:IN'
+-0.318797 Gtype    b'postag:NNS'
+-0.319631 Supp     b'+1:lemma:glucose'
+-0.321045 O        b'lemma:m63'
+-0.324374 O        b'lemma:aerobically'
+-0.325816 O        b'lemma:30'
+-0.326188 Med      b'-1:postag:CD'
+-0.329836 Phase    b'-1:lemma:at'
+-0.332152 O        b'+1:postag:VB'
+-0.332842 Med      b'postag:CD'
+-0.334256 O        b'lemma:co2'
+-0.334810 O        b'lemma:minimal'
+-0.342218 O        b'+1:lemma:minimal'
+-0.349745 Gtype    b'+1:lemma:2'
+-0.351934 Supp     b'lemma:and'
+-0.354493 O        b'-1:lemma:minimal'
+-0.358012 O        b'lemma:mg1655'
+-0.358237 O        b'+1:lemma:.'
+-0.358237 O        b'+1:postag:.'
+-0.363596 O        b'-1:lemma:rna'
+-0.370839 O        b'+1:lemma:2.0'
+-0.375043 Supp     b'-1:postag:NN'
+-0.376200 O        b'-1:lemma:with'
+-0.392061 O        b'+1:lemma:cell'
+-0.395304 O        b'-1:lemma:g/l'
+-0.395511 Technique b'-1:lemma::'
+-0.397546 O        b'+1:lemma:shake'
+-0.401170 O        b'lemma:mg/ml'
+-0.401170 O        b'-1:lemma:150'
+-0.409541 O        b'-1:lemma:um'
+-0.409541 O        b'+1:lemma:paraquat'
+-0.409762 O        b'+1:lemma:from'
+-0.419746 O        b'+1:lemma:300'
+-0.421010 O        b'lemma:\xc2\xb0c'
+-0.434499 O        b'lemma:of'
+-0.436286 O        b'postag:RB'
+-0.439656 Med      b'+1:postag:NN'
+-0.444355 O        b'+1:lemma:dissolve'
+-0.452235 O        b'+1:lemma:until'
+-0.455261 O        b'lemma:nacl'
+-0.456077 O        b'lemma:glucose'
+-0.463464 O        b'-1:lemma:grow'
+-0.463968 O        b'-1:lemma:fresh'
+-0.464076 Phase    b'-1:postag:NN'
+-0.486872 O        b'-1:lemma:rifampicin'
+-0.523137 O        b'+1:postag:IN'
+-0.525151 Technique b'-1:postag::'
+-0.531783 O        b'+1:lemma:phase'
+-0.538887 OD       b'+1:postag:NN'
+-0.555616 O        b'+1:lemma:or'
+-0.565115 O        b'+1:lemma:strain'
+-0.566606 O        b'lemma:od600'
+-0.578470 Gtype    b'-1:postag:SYM'
+-0.578637 OD       b'lemma:-lrb-'
+-0.601008 Med      b'+1:postag:NNS'
+-0.607701 Med      b'postag:-LRB-'
+-0.612346 O        b'-1:lemma:od600'
+-0.613297 O        b'+1:lemma:%'
+-0.632846 O        b'lemma:dissolve'
+-0.636917 O        b'-1:lemma:cra'
+-0.637702 O        b'+1:lemma:_'
+-0.645606 pH       b'postag:NN'
+-0.660680 Supp     b'postag:CC'
+-0.661544 O        b'lemma:phase'
+-0.663541 O        b'-1:lemma:co2'
+-0.666296 Temp     b'-1:lemma:\xc2\xb0c'
+-0.668061 Temp     b'postag:NN'
+-0.677959 O        b'-1:lemma:from'
+-0.689244 Air      b'-1:postag:NNP'
+-0.689646 OD       b'postag:-LRB-'
+-0.695039 O        b'-1:lemma:30'
+-0.695571 Anti     b'+1:lemma:anti-fur'
+-0.716001 O        b'-1:lemma:~'
+-0.731399 O        b'lemma:150'
+-0.731399 O        b'+1:lemma:mg/ml'
+-0.739656 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.759740 Supp     b'+1:postag:VBN'
+-0.763772 O        b'+1:lemma:Aerobic'
+-0.766890 O        b'-1:lemma:\xe2\x88\x86'
+-0.766971 O        b'-1:lemma:mid-log'
+-0.768804 OD       b'+1:lemma:and'
+-0.768894 O        b'+1:lemma:\xc2\xb0c'
+-0.776396 Med      b'lemma:-lrb-'
+-0.781865 Supp     b'+1:lemma:rifampicin'
+-0.809383 O        b'-1:lemma:until'
+-0.873765 Med      b'-1:postag:IN'
+-0.887188 O        b'-1:lemma:0.2'
+-0.914214 OD       b'+1:postag:CC'
+-0.937224 O        b'+1:lemma:c'
+-0.951430 O        b'+1:lemma:arginine'
+-0.975038 O        b'lemma:20'
+-0.984860 O        b'lemma:dpd'
+-0.995326 Gtype    b'-1:postag:DT'
+-0.997365 O        b'lemma:mid-log'
+-1.001839 O        b'-1:lemma:1'
+-1.007082 Phase    b'-1:postag:JJ'
+-1.016639 O        b'+1:postag:NNS'
+-1.024920 O        b'lemma:k-12'
+-1.035792 Gtype    b'lemma:delta'
+-1.035978 O        b'lemma:anaerobically'
+-1.046001 O        b'lemma:media'
+-1.073102 O        b'+1:lemma:fecl2'
+-1.102636 Temp     b'+1:lemma:to'
+-1.102636 Temp     b'+1:postag:TO'
+-1.121716 Supp     b'+1:lemma:acetate'
+-1.138292 O        b'+1:lemma:supplement'
+-1.168057 O        b'lemma:purify'
+-1.184745 O        b'lemma:anaerobic'
+-1.205475 O        b'+1:lemma:rep1'
+-1.215530 O        b'lemma:2h'
+-1.215530 O        b'-1:lemma:additional'
+-1.234334 Air      b'-1:postag:JJ'
+-1.241734 O        b'+1:lemma:0.3'
+-1.301983 O        b'-1:lemma:dissolve'
+-1.301983 O        b'+1:lemma:methanol'
+-1.303550 O        b'lemma:0.3'
+-1.345097 O        b'lemma:0.1'
+-1.379870 Supp     b'-1:postag:VBG'
+-1.382375 O        b'+1:lemma:at'
+-1.396032 O        b'lemma:\xe2\x88\x86'
+-1.417143 O        b'+1:lemma:in'
+-1.417204 O        b'lemma:0.2'
+-1.503850 OD       b'postag:JJ'
+-1.525722 O        b'lemma:\xce\xb4fur'
+-1.542072 Air      b'postag:NN'
+-1.579787 O        b'lemma:37'
+-1.621701 O        b'-1:lemma:ml'
+-1.630192 O        b'-1:lemma:sample'
+-1.655725 O        b'-1:lemma:rpob'
+-1.681294 O        b'+1:postag:VBG'
+-1.700082 Air      b'+1:postag:JJ'
+-1.700251 O        b'lemma:fecl2'
+-1.715116 O        b'-1:postag:VBG'
+-1.721605 O        b'lemma:wt'
+-1.755559 O        b'-1:lemma:IP'
+-1.757192 O        b'-1:postag::'
+-1.825748 O        b'+1:lemma:g/l'
+-1.826698 Supp     b'-1:lemma:%'
+-1.900808 O        b'-1:lemma:ompr'
+-1.900850 Supp     b'postag:JJ'
+-2.012610 O        b'lemma:methanol'
+-2.081277 Anti     b'postag:NNP'
+-2.159396 O        b'-1:lemma:nsrr'
+-2.166881 O        b'postag:VBP'
+-2.270620 O        b'lemma:rifampicin'
+-2.391350 O        b'-1:lemma:2'
+-2.579475 O        b'+1:lemma:2'
+-2.672474 O        b'-1:lemma:37'
+-2.981970 O        b'+1:lemma:1'
+-3.081557 O        b'+1:lemma:hour'
+-3.094094 O        b'+1:lemma:+'
+-3.525755 Phase    b'postag:JJ'
+-3.662675 O        b'-1:lemma:_'
+-4.650283 O        b'-1:lemma::'
 

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.014516456694382724, 'c2': 0.020326963729101803}
+best CV score:0.7978697547192418
+model size: 0.10M
+
+Flat F1: 0.7980283470747447
+             precision    recall  f1-score   support
+
+         OD      0.789     0.405     0.536        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.897     0.912     0.904        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.947     0.973        19
+        Air      0.754     0.742     0.748        62
+       Anti      1.000     0.667     0.800         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.862     0.764     0.810       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.869     0.684     0.765       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.861     0.754     0.798       480
+
+
+Top likely transitions:
+OD     -> OD      5.560370
+Med    -> Med     5.323219
+Agit   -> Agit    5.320147
+Anti   -> Anti    5.296542
+Temp   -> Temp    5.103287
+O      -> O       4.922938
+Air    -> Air     4.793927
+Gversion -> Gversion 4.409724
+Phase  -> Phase   4.282790
+Gtype  -> Gtype   4.185033
+Supp   -> Supp    3.873567
+Technique -> Technique 3.092187
+pH     -> pH      2.533873
+Substrain -> Gtype   2.083775
+O      -> Supp    1.586928
+Gtype  -> Supp    1.409951
+O      -> Technique 1.210201
+Air    -> O       1.150012
+O      -> Gtype   1.137322
+Technique -> Air     0.988159
+O      -> Temp    0.874873
+Gtype  -> pH      0.834090
+O      -> Anti    0.676973
+Gtype  -> Air     0.351268
+O      -> pH      0.312385
+O      -> Gversion 0.250755
+O      -> Strain  0.242825
+Med    -> O       0.156921
+Phase  -> O       0.156793
+O      -> Vess    0.116805
+Strain -> O       0.014803
+Phase  -> Anti    -0.000003
+O      -> Med     -0.000752
+Temp   -> O       -0.003264
+Anti   -> Gversion -0.005246
+Substrain -> OD      -0.006112
+Anti   -> O       -0.012910
+Vess   -> Temp    -0.013445
+Gtype  -> Strain  -0.014292
+Gtype  -> Agit    -0.018808
+Agit   -> Air     -0.019198
+pH     -> Gversion -0.019841
+Gtype  -> Vess    -0.027646
+Anti   -> pH      -0.041855
+Supp   -> Substrain -0.048654
+pH     -> O       -0.051317
+pH     -> Temp    -0.051548
+OD     -> Strain  -0.053471
+Technique -> Phase   -0.059693
+Air    -> Anti    -0.065992
+
+
+Top unlikely transitions:
+Gversion -> Technique -0.391299
+Gversion -> Supp    -0.406688
+Technique -> Gversion -0.428288
+Supp   -> Vess    -0.430488
+Phase  -> Supp    -0.437798
+Technique -> O       -0.448599
+Air    -> Gtype   -0.476159
+Anti   -> Gtype   -0.500852
+Supp   -> pH      -0.583991
+Air    -> Temp    -0.602302
+OD     -> Anti    -0.617350
+Gversion -> Air     -0.617810
+OD     -> Technique -0.621252
+Gtype  -> Phase   -0.623518
+Gtype  -> Technique -0.650072
+OD     -> Supp    -0.671572
+Technique -> Supp    -0.688870
+Supp   -> Phase   -0.709665
+Air    -> Med     -0.773311
+Med    -> Air     -0.783002
+Gtype  -> Gversion -0.797279
+Anti   -> OD      -0.803027
+Supp   -> Temp    -0.806667
+OD     -> Temp    -0.831917
+Gtype  -> Med     -0.857691
+Supp   -> Anti    -0.870891
+Supp   -> Gversion -0.871973
+Phase  -> Technique -0.889830
+Air    -> Supp    -0.929944
+OD     -> Med     -0.949017
+Temp   -> Med     -0.966397
+Agit   -> O       -1.011105
+Gtype  -> Anti    -1.040477
+Supp   -> Gtype   -1.040776
+Supp   -> Technique -1.044847
+Supp   -> OD      -1.045914
+OD     -> O       -1.090042
+O      -> Air     -1.160281
+OD     -> Air     -1.213400
+OD     -> Gtype   -1.220713
+Supp   -> Air     -1.227062
+Air    -> OD      -1.334679
+Technique -> Gtype   -1.446717
+Substrain -> O       -1.450017
+Gtype  -> OD      -1.452352
+Supp   -> Med     -1.509084
+Technique -> pH      -1.527185
+Technique -> OD      -1.622827
+Med    -> Supp    -2.072342
+Phase  -> OD      -2.635203
+
+
+Top positive:
+7.689893 O        b'lemma:_'
+6.547225 O        b'lemma:1'
+6.266708 Phase    b'lemma:stationary'
+6.090095 Supp     b'lemma:Iron'
+5.988669 Air      b'lemma:anaerobic'
+5.820969 O        b'lemma:2'
+5.673994 Strain   b'lemma:k-12'
+5.616058 Technique b'lemma:ChIP-exo'
+5.566871 Technique b'lemma:chipseq'
+5.425819 O        b'lemma:rpob'
+5.405712 Air      b'lemma:aerobic'
+5.246162 Phase    b'lemma:mid-log'
+5.241102 O        b'lemma:3'
+5.223694 Supp     b'lemma:pq'
+4.895058 Gtype    b'lemma:arca8myc'
+4.866546 O        b'lemma:rep1'
+4.849967 Gtype    b'lemma:flag-tag'
+4.849967 Gtype    b'-1:lemma:c-terminal'
+4.824569 Supp     b'lemma:nh4cl'
+4.797323 Gtype    b'lemma:\xce\xb4cra'
+4.775172 Gversion b'lemma:asm584v2'
+4.709551 O        b'lemma:Cra'
+4.640113 O        b'lemma:rep2'
+4.639482 Supp     b'lemma:glucose'
+4.557425 Air      b'-1:lemma:ChIP-Seq'
+4.515191 O        b'-1:lemma:tag'
+4.493134 Substrain b'lemma:mg1655'
+4.481774 O        b'lemma:rep3'
+4.480956 Med      b'lemma:MOPS'
+4.471922 Gtype    b'lemma:wt'
+4.376044 Supp     b'lemma:acetate'
+4.334523 Med      b'lemma:lb'
+4.283076 Supp     b'+1:lemma:\xc2\xb5m'
+4.262932 Supp     b'lemma:nitrate'
+4.214237 Gtype    b'lemma:delta-arca'
+4.182534 Med      b'lemma:LB'
+4.133282 Supp     b'lemma:no3'
+4.105821 Technique b'lemma:rna-seq'
+4.070487 Gtype    b'lemma:fnr8myc'
+4.070471 Air      b'lemma:Aerobic'
+4.038314 O        b'-1:lemma:Aerobic'
+4.015333 Anti     b'lemma:none'
+3.997371 O        b'lemma:b'
+3.963707 O        b'postag:IN'
+3.955535 O        b'lemma:a'
+3.955270 Gtype    b'-1:lemma:\xe2\x88\x86'
+3.924171 Supp     b'lemma:Fe'
+3.902126 Anti     b'lemma:seqa'
+3.896361 O        b'lemma:\xcf\x8332'
+3.864684 Technique b'lemma:chip-seq'
+3.813831 Technique b'lemma:rnaseq'
+3.720604 Supp     b'-1:lemma:Cra'
+3.706354 O        b'lemma:.'
+3.706354 O        b'postag:.'
+3.645774 Gtype    b'lemma:delta-fnr'
+3.637816 O        b'+1:postag:RB'
+3.621220 Supp     b'lemma:dpd'
+3.613509 O        b'lemma:CEL'
+3.579889 O        b'postag::'
+3.569191 Supp     b'+1:lemma:Deficient'
+3.564359 O        b'-1:lemma:ChIP-exo'
+3.554295 Gversion b'lemma:chip-seq'
+3.542155 Supp     b'lemma:rifampicin'
+3.526053 Supp     b'lemma:fructose'
+3.521805 O        b'lemma:Custom'
+3.473156 OD       b'lemma:od450'
+3.342102 Air      b'postag:RB'
+3.326021 Gtype    b'+1:lemma:with'
+3.297006 O        b'lemma:with'
+3.288934 Med      b'lemma:m63'
+3.287331 Supp     b'lemma:arginine'
+3.278166 Supp     b'+1:lemma:1'
+3.240003 Med      b'+1:lemma:0.4'
+3.218381 O        b'lemma:-'
+3.216059 Gtype    b'lemma:type'
+3.202503 Gtype    b'lemma:\xce\xb4fur'
+3.194189 Gtype    b'+1:lemma:type'
+3.193082 O        b'-1:lemma:0.3-0.35'
+3.189850 OD       b'lemma:od600'
+3.166033 O        b'-1:lemma:glucose'
+3.165613 O        b'lemma:chip-arca'
+3.154829 Vess     b'lemma:flask'
+3.154829 Vess     b'-1:lemma:warm'
+3.153229 O        b'lemma:oxyr'
+3.147911 Supp     b'-1:lemma:+'
+3.129038 Anti     b'lemma:anti-myc'
+3.109625 O        b'lemma:s'
+3.097715 Gtype    b'lemma:\xe2\x88\x86'
+3.093620 O        b'lemma:ompr'
+3.084476 O        b'lemma:affyexp'
+3.081752 Gtype    b'lemma:wild-type'
+3.079295 Gversion b'lemma:nc'
+3.078281 Temp     b'lemma:\xc2\xb0c'
+3.063891 Gtype    b'lemma:WT'
+3.052218 pH       b'lemma:ph5'
+3.052218 pH       b'+1:lemma:.5'
+3.037788 O        b'+1:lemma:anti-fur'
+3.014541 Gtype    b'lemma:\xce\xb4soxs'
+3.011193 O        b'+1:lemma:od600'
+3.008729 O        b'lemma:argr'
+3.008102 O        b'-1:lemma:lb'
+2.997116 Strain   b'+1:lemma:substr'
+2.984041 Supp     b'+1:lemma:hour'
+2.972494 O        b'-1:lemma:anaerobic'
+2.971809 O        b'+1:lemma:mid-log'
+2.955837 Gtype    b'lemma:nsrr'
+2.926831 O        b'lemma:purr'
+2.916380 Gversion b'lemma:.2'
+2.916380 Gversion b'-1:lemma:u00096'
+2.905573 Air      b'lemma:Anaerobic'
+2.889288 O        b'postag:VBN'
+2.860540 O        b'-1:lemma:stpa'
+2.860204 Gversion b'lemma:u00096'
+2.860204 Gversion b'+1:lemma:.2'
+2.852943 Gtype    b'lemma:\xce\xb4ompr'
+2.843988 Technique b'lemma:ChIP-Seq'
+2.824246 O        b'+1:lemma:pq'
+2.822786 Supp     b'+1:lemma:2'
+2.803844 Supp     b'lemma:Leu'
+2.775354 O        b'lemma:or'
+2.765101 O        b'lemma:for'
+2.762328 Gversion b'lemma:000913'
+2.728995 Supp     b'+1:lemma:_'
+2.717013 Gtype    b'lemma:ptac'
+2.710470 Supp     b'lemma:nacl'
+2.700499 Gversion b'-1:lemma:nc'
+2.693007 O        b'lemma:Lrp'
+2.666936 Supp     b'lemma:Adenine'
+2.666749 Gtype    b'lemma:deltaseqa'
+2.666749 Gtype    b'-1:lemma:old'
+2.666456 Technique b'-1:lemma:IP'
+2.657018 Gtype    b'-1:lemma:ptac'
+2.656609 O        b'+1:lemma:chip-seq'
+2.651756 Phase    b'lemma:phase'
+2.645047 Med      b'+1:lemma:2.0'
+2.635317 O        b'lemma:at'
+2.634819 O        b'-1:lemma:type'
+2.630111 Temp     b'-1:lemma:37'
+2.603214 Gtype    b'-1:lemma:rpob'
+2.591068 Phase    b'+1:lemma:for'
+2.583108 O        b'lemma:soxs'
+2.583108 O        b'lemma:soxr'
+2.582233 Med      b'+1:lemma:minimal'
+2.581503 OD       b'+1:lemma:stationary'
+2.578479 Gtype    b'+1:lemma:pq'
+2.546464 O        b'lemma:Fur'
+2.517595 O        b'postag:SYM'
+2.510648 Gtype    b'+1:lemma:flagtag'
+2.478430 Gtype    b'lemma:pk4854'
+2.476858 O        b'lemma:chip'
+2.476469 Temp     b'lemma:43'
+2.467259 Anti     b'+1:lemma:antibody'
+2.464347 Gtype    b'lemma:\xce\xb4oxyr'
+2.456036 Technique b'-1:lemma:input'
+2.439409 Air      b'lemma:anerobically'
+2.439013 Supp     b'lemma:iptg'
+2.427281 Phase    b'-1:lemma:until'
+2.422079 O        b'lemma:pt7'
+2.420462 Gtype    b'lemma:\xce\xb4soxr'
+2.412058 O        b'+1:lemma:o.d.'
+2.408051 Gtype    b'+1:lemma:aerobic'
+2.394275 O        b'lemma:2-3'
+2.382935 Air      b'+1:lemma:at'
+2.372931 Technique b'-1:lemma:chip-exo'
+2.369521 Anti     b'lemma:anti-rpos'
+2.363747 Substrain b'+1:lemma:phtpg'
+2.362943 O        b'lemma:chip-fnr'
+2.354731 Med      b'-1:lemma:ml'
+2.334266 Temp     b'-1:lemma:43'
+2.309210 Gtype    b'-1:lemma:nsrr'
+2.303678 Med      b'postag:NNP'
+2.285357 O        b'+1:lemma:43'
+2.282215 Air      b'-1:lemma:-'
+2.273224 Gversion b'+1:lemma:000913'
+2.271839 Air      b'-1:postag::'
+2.266287 Technique b'+1:lemma:chip-exo'
+2.264396 Med      b'lemma:L'
+2.264396 Med      b'+1:lemma:broth'
+2.262410 Air      b'lemma:anaerobically'
+2.203015 Gtype    b'lemma:dfnr'
+2.189315 pH       b'lemma:.5'
+2.189315 pH       b'-1:lemma:ph5'
+2.188404 Med      b'lemma:glucose'
+2.187878 Gtype    b'-1:lemma:_'
+2.186093 O        b'postag:CC'
+2.181846 Vess     b'-1:postag:VBN'
+2.178752 O        b'-1:lemma:0.3'
+2.171387 O        b'lemma:culture'
+2.168119 Gtype    b'+1:lemma:ph5'
+2.151683 Gtype    b'lemma:flagtag'
+2.151117 Supp     b'+1:lemma:respiratory'
+2.148355 Technique b'postag:NNP'
+2.143403 Supp     b'+1:lemma:leucine'
+2.130979 O        b'lemma:A'
+2.126486 O        b'-1:lemma:dpd'
+2.125151 O        b'lemma:genotype/variation'
+2.124402 Air      b'-1:lemma:_'
+2.119304 Gtype    b'-1:lemma:express'
+2.116025 O        b'-1:lemma:\xc2\xb0c'
+2.113245 Med      b'-1:lemma:LB'
+
+
+Top negative:
+-0.149474 O        b'-1:lemma:150'
+-0.156324 Supp     b'+1:lemma:glucose'
+-0.166525 O        b'+1:lemma:or'
+-0.166657 Gtype    b'+1:lemma:cra'
+-0.169192 Air      b'postag:CD'
+-0.171249 O        b'-1:lemma:delta'
+-0.175879 Gtype    b'lemma:ompr'
+-0.178610 O        b'-1:lemma:-lrb-'
+-0.179471 O        b'+1:lemma:mm'
+-0.183332 O        b'lemma:e.'
+-0.187133 O        b'lemma:paraquat'
+-0.187912 O        b'-1:lemma:purify'
+-0.190418 O        b'-1:lemma:of'
+-0.193237 O        b'-1:lemma:the'
+-0.196917 Gtype    b'-1:lemma:,'
+-0.196917 Gtype    b'-1:postag:,'
+-0.207686 O        b'-1:postag:VBP'
+-0.211483 Gtype    b'-1:lemma:-lrb-'
+-0.212783 O        b'lemma:aerobically'
+-0.213130 O        b'-1:lemma:e.'
+-0.215721 O        b'+1:postag:-RRB-'
+-0.215839 Supp     b'+1:postag:IN'
+-0.218911 Supp     b'lemma:and'
+-0.223065 Med      b'+1:lemma:media'
+-0.225231 Gtype    b'lemma:control'
+-0.230542 Supp     b'-1:postag:NN'
+-0.230830 O        b'-1:postag:-LRB-'
+-0.235271 Gtype    b'-1:lemma:mg1655'
+-0.251142 Med      b'-1:postag:NN'
+-0.251447 Temp     b'-1:postag:IN'
+-0.253195 O        b'+1:lemma:from'
+-0.254622 Gtype    b'postag:CD'
+-0.254892 O        b'lemma:lb'
+-0.256765 O        b'-1:lemma:300'
+-0.260131 Gtype    b'+1:lemma:a'
+-0.260302 Med      b'-1:postag:CD'
+-0.260618 O        b'+1:lemma:antibody'
+-0.264891 O        b'lemma:m63'
+-0.266272 O        b'+1:lemma:.'
+-0.266272 O        b'+1:postag:.'
+-0.266629 O        b'-1:lemma:with'
+-0.268778 Med      b'-1:lemma:MOPS'
+-0.269344 Phase    b'-1:lemma:at'
+-0.269854 Gtype    b'+1:lemma:2'
+-0.272035 Gtype    b'postag:NNS'
+-0.274858 O        b'-1:lemma:minimal'
+-0.277854 O        b'lemma:n2'
+-0.278065 O        b'lemma:grow'
+-0.278999 O        b'lemma:8'
+-0.281569 Med      b'+1:postag:NNS'
+-0.293395 O        b'lemma:minimal'
+-0.295919 O        b'-1:lemma:mm'
+-0.305450 Gtype    b'+1:lemma:b'
+-0.305852 Gtype    b'+1:postag:NNS'
+-0.307660 Supp     b'postag:CC'
+-0.307762 Technique b'-1:lemma::'
+-0.307991 OD       b'+1:lemma:in'
+-0.317047 O        b'-1:lemma:rna'
+-0.320066 O        b'lemma:co2'
+-0.325889 O        b'+1:lemma:0.4'
+-0.328270 O        b'+1:lemma:-lcb-'
+-0.339366 O        b'-1:lemma:n2'
+-0.341156 Temp     b'postag:JJ'
+-0.344639 Gtype    b'lemma:_'
+-0.356368 Gtype    b'-1:postag:CD'
+-0.357550 O        b'lemma:30'
+-0.367269 O        b'postag:RB'
+-0.374575 O        b'-1:lemma:0.1'
+-0.377633 O        b'+1:postag:IN'
+-0.390722 O        b'+1:lemma:delta'
+-0.393066 O        b'-1:lemma:iptg'
+-0.393438 O        b'-1:lemma:20'
+-0.397913 Technique b'-1:postag::'
+-0.402618 O        b'-1:lemma:chip-exo'
+-0.404112 O        b'-1:lemma:grow'
+-0.409921 Anti     b'+1:postag:JJ'
+-0.417260 O        b'-1:lemma:g/l'
+-0.428925 O        b'lemma:glucose'
+-0.432215 Med      b'+1:postag:IN'
+-0.434983 OD       b'+1:postag:NN'
+-0.441704 O        b'+1:lemma:phase'
+-0.446493 O        b'+1:lemma:shake'
+-0.450617 O        b'-1:lemma:30'
+-0.457886 O        b'+1:lemma:%'
+-0.468431 OD       b'+1:postag:CC'
+-0.468469 O        b'lemma:of'
+-0.472653 O        b'+1:lemma:cell'
+-0.473701 Temp     b'-1:lemma:\xc2\xb0c'
+-0.476616 O        b'-1:lemma:cra'
+-0.480503 O        b'+1:lemma:dissolve'
+-0.480603 Med      b'lemma:-lrb-'
+-0.484800 OD       b'+1:lemma:and'
+-0.485490 O        b'+1:lemma:_'
+-0.489193 O        b'-1:lemma:affinity'
+-0.501511 O        b'+1:lemma:strain'
+-0.503046 O        b'lemma:\xc2\xb0c'
+-0.519614 O        b'+1:lemma:until'
+-0.520710 O        b'lemma:nacl'
+-0.522191 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.533499 Med      b'postag:CD'
+-0.534388 O        b'-1:lemma:um'
+-0.534388 O        b'+1:lemma:paraquat'
+-0.534863 pH       b'postag:NN'
+-0.548817 O        b'+1:lemma:300'
+-0.557597 O        b'-1:lemma:o2'
+-0.560591 O        b'-1:lemma:mid-log'
+-0.563679 O        b'-1:lemma:rifampicin'
+-0.578432 O        b'lemma:phase'
+-0.584471 O        b'-1:lemma:from'
+-0.585725 Air      b'-1:lemma:or'
+-0.594033 O        b'-1:lemma:fresh'
+-0.597339 Med      b'postag:-LRB-'
+-0.604705 OD       b'lemma:-lrb-'
+-0.615198 O        b'-1:lemma:od600'
+-0.623443 Supp     b'+1:postag:VBN'
+-0.646640 O        b'+1:lemma:Aerobic'
+-0.653308 O        b'+1:lemma:b'
+-0.657858 Supp     b'-1:postag:VBG'
+-0.666631 Gtype    b'-1:postag:SYM'
+-0.704110 OD       b'postag:-LRB-'
+-0.706773 Gtype    b'-1:postag:DT'
+-0.707294 O        b'lemma:mg1655'
+-0.715679 Supp     b'+1:lemma:rifampicin'
+-0.720336 O        b'lemma:dissolve'
+-0.723788 O        b'+1:lemma:c'
+-0.727949 O        b'+1:lemma:rep1'
+-0.753817 O        b'lemma:150'
+-0.753817 O        b'+1:lemma:mg/ml'
+-0.778468 O        b'+1:lemma:arginine'
+-0.780795 O        b'lemma:purify'
+-0.809568 Med      b'-1:postag:IN'
+-0.813987 O        b'+1:postag:NNS'
+-0.838649 Temp     b'+1:lemma:to'
+-0.838649 Temp     b'+1:postag:TO'
+-0.849944 Temp     b'postag:NN'
+-0.860992 O        b'+1:lemma:\xc2\xb0c'
+-0.865219 O        b'-1:lemma:1'
+-0.874261 O        b'-1:lemma:\xe2\x88\x86'
+-0.881565 O        b'-1:lemma:~'
+-0.915657 Supp     b'-1:lemma:%'
+-0.928703 Anti     b'+1:lemma:anti-fur'
+-0.960297 O        b'lemma:20'
+-0.970042 O        b'+1:lemma:0.3'
+-0.979767 O        b'lemma:anaerobically'
+-0.987659 O        b'-1:lemma:co2'
+-0.993540 O        b'-1:lemma:0.2'
+-0.993726 OD       b'postag:JJ'
+-1.006779 O        b'lemma:dpd'
+-1.009452 O        b'lemma:mid-log'
+-1.021860 O        b'-1:lemma:until'
+-1.039817 Air      b'-1:postag:JJ'
+-1.045265 O        b'lemma:od600'
+-1.056795 O        b'lemma:media'
+-1.088631 O        b'+1:lemma:fecl2'
+-1.105343 O        b'lemma:anaerobic'
+-1.112271 O        b'lemma:0.2'
+-1.113717 O        b'lemma:0.3'
+-1.126838 O        b'lemma:\xe2\x88\x86'
+-1.130388 O        b'lemma:0.1'
+-1.131645 O        b'+1:lemma:supplement'
+-1.150779 O        b'lemma:fecl2'
+-1.165447 Phase    b'-1:postag:JJ'
+-1.167544 Supp     b'+1:lemma:acetate'
+-1.170520 Gtype    b'lemma:delta'
+-1.179414 O        b'-1:lemma:dissolve'
+-1.179414 O        b'+1:lemma:methanol'
+-1.248724 O        b'lemma:2h'
+-1.248724 O        b'-1:lemma:additional'
+-1.254425 O        b'+1:lemma:in'
+-1.288356 O        b'+1:postag:VBG'
+-1.296222 O        b'+1:lemma:at'
+-1.331987 O        b'+1:lemma:g/l'
+-1.341740 O        b'-1:lemma:sample'
+-1.346196 O        b'-1:postag:VBG'
+-1.378677 O        b'lemma:\xce\xb4fur'
+-1.510150 O        b'-1:lemma:ml'
+-1.524262 O        b'-1:lemma:ompr'
+-1.555514 Air      b'postag:NN'
+-1.598034 O        b'-1:postag::'
+-1.620081 O        b'-1:lemma:rpob'
+-1.620254 O        b'lemma:k-12'
+-1.654660 Supp     b'postag:JJ'
+-1.689276 O        b'-1:lemma:37'
+-1.759178 Anti     b'postag:NNP'
+-1.772606 Air      b'+1:postag:JJ'
+-1.784898 O        b'-1:lemma:nsrr'
+-1.793413 O        b'lemma:37'
+-1.813616 O        b'lemma:wt'
+-1.828954 O        b'postag:VBP'
+-1.829052 O        b'lemma:methanol'
+-1.928972 O        b'-1:lemma:IP'
+-1.940994 Phase    b'postag:JJ'
+-1.956302 O        b'lemma:rifampicin'
+-1.960859 O        b'+1:lemma:hour'
+-2.041737 O        b'-1:lemma:2'
+-2.306261 O        b'+1:lemma:2'
+-2.397974 O        b'+1:lemma:+'
+-2.892885 O        b'+1:lemma:1'
+-3.539807 O        b'-1:lemma:_'
+-3.548713 O        b'-1:lemma::'
+

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.17443878436909793, 'c2': 0.025545309300829405}
+best CV score:0.8013809966284335
+model size: 0.07M
+
+Flat F1: 0.7888604569464981
+             precision    recall  f1-score   support
+
+         OD      1.000     0.405     0.577        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.889     0.842     0.865        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.895     0.944        19
+        Air      0.754     0.742     0.748        62
+       Anti      1.000     0.444     0.615         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.863     0.774     0.816       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.865     0.662     0.750       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.876     0.735     0.789       480
+
+
+Top likely transitions:
+Agit   -> Agit    6.306877
+OD     -> OD      6.147632
+Temp   -> Temp    5.545039
+Anti   -> Anti    5.171893
+Med    -> Med     5.147638
+Air    -> Air     4.902392
+Phase  -> Phase   4.459229
+O      -> O       4.458501
+Gtype  -> Gtype   4.423121
+Gversion -> Gversion 4.364069
+Supp   -> Supp    4.020395
+Technique -> Technique 3.591576
+O      -> Supp    2.031115
+Gtype  -> Supp    1.883986
+pH     -> pH      1.853329
+Air    -> O       1.713991
+Substrain -> Gtype   1.583252
+O      -> Gtype   1.310027
+O      -> Technique 1.273208
+O      -> Anti    0.815027
+Technique -> Air     0.812634
+O      -> Temp    0.731105
+Med    -> O       0.704800
+Temp   -> O       0.557160
+Gtype  -> pH      0.523657
+O      -> Gversion 0.472268
+Supp   -> O       0.279601
+Gtype  -> Air     0.238299
+Phase  -> O       0.228824
+OD     -> Phase   0.203194
+O      -> Med     0.116408
+O      -> Phase   0.053144
+O      -> OD      0.051079
+O      -> Strain  0.044893
+Anti   -> O       0.000291
+Supp   -> OD      -0.000005
+Anti   -> OD      -0.000026
+Technique -> O       -0.000302
+Supp   -> Technique -0.017197
+Gtype  -> Gversion -0.044939
+Gtype  -> O       -0.049058
+Supp   -> Gversion -0.122184
+Supp   -> Gtype   -0.141890
+Technique -> OD      -0.217801
+OD     -> Med     -0.233349
+Gtype  -> Med     -0.266427
+OD     -> Gtype   -0.270554
+OD     -> Air     -0.350613
+Supp   -> Air     -0.370520
+Gtype  -> Anti    -0.385968
+
+
+Top unlikely transitions:
+Supp   -> Supp    4.020395
+Technique -> Technique 3.591576
+O      -> Supp    2.031115
+Gtype  -> Supp    1.883986
+pH     -> pH      1.853329
+Air    -> O       1.713991
+Substrain -> Gtype   1.583252
+O      -> Gtype   1.310027
+O      -> Technique 1.273208
+O      -> Anti    0.815027
+Technique -> Air     0.812634
+O      -> Temp    0.731105
+Med    -> O       0.704800
+Temp   -> O       0.557160
+Gtype  -> pH      0.523657
+O      -> Gversion 0.472268
+Supp   -> O       0.279601
+Gtype  -> Air     0.238299
+Phase  -> O       0.228824
+OD     -> Phase   0.203194
+O      -> Med     0.116408
+O      -> Phase   0.053144
+O      -> OD      0.051079
+O      -> Strain  0.044893
+Anti   -> O       0.000291
+Supp   -> OD      -0.000005
+Anti   -> OD      -0.000026
+Technique -> O       -0.000302
+Supp   -> Technique -0.017197
+Gtype  -> Gversion -0.044939
+Gtype  -> O       -0.049058
+Supp   -> Gversion -0.122184
+Supp   -> Gtype   -0.141890
+Technique -> OD      -0.217801
+OD     -> Med     -0.233349
+Gtype  -> Med     -0.266427
+OD     -> Gtype   -0.270554
+OD     -> Air     -0.350613
+Supp   -> Air     -0.370520
+Gtype  -> Anti    -0.385968
+OD     -> O       -0.418172
+Technique -> pH      -0.477927
+Technique -> Gtype   -0.483798
+Agit   -> O       -0.566238
+Gtype  -> OD      -0.640169
+O      -> Air     -0.714813
+Substrain -> O       -0.787403
+Supp   -> Med     -1.021657
+Med    -> Supp    -1.114839
+Phase  -> OD      -1.698506
+
+
+Top positive:
+7.703197 O        b'lemma:_'
+6.586493 O        b'lemma:1'
+6.452806 Supp     b'lemma:Iron'
+6.361401 Air      b'lemma:anaerobic'
+5.975656 Air      b'lemma:aerobic'
+5.920948 Technique b'lemma:ChIP-exo'
+5.738728 Strain   b'lemma:k-12'
+5.658145 Phase    b'lemma:stationary'
+5.415422 O        b'lemma:2'
+5.410677 O        b'lemma:rpob'
+5.181966 Technique b'lemma:chipseq'
+5.121249 Air      b'-1:lemma:ChIP-Seq'
+5.109143 Phase    b'lemma:mid-log'
+5.088706 O        b'lemma:3'
+4.962756 Supp     b'lemma:nitrate'
+4.946743 Supp     b'lemma:pq'
+4.905311 O        b'postag:IN'
+4.838793 Substrain b'lemma:mg1655'
+4.488840 Gtype    b'lemma:flag-tag'
+4.488840 Gtype    b'-1:lemma:c-terminal'
+4.477738 Gversion b'lemma:asm584v2'
+4.418207 O        b'lemma:rep1'
+4.390936 Supp     b'lemma:nh4cl'
+4.364183 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.354227 Gtype    b'lemma:\xce\xb4cra'
+4.193812 Air      b'lemma:Aerobic'
+4.171274 Supp     b'lemma:glucose'
+4.140212 O        b'lemma:\xcf\x8332'
+4.133873 Supp     b'+1:lemma:\xc2\xb5m'
+4.133709 O        b'lemma:rep2'
+4.094915 Med      b'lemma:MOPS'
+4.091880 O        b'postag::'
+4.082369 O        b'-1:lemma:tag'
+4.079739 Med      b'lemma:lb'
+4.056839 OD       b'lemma:od600'
+4.039045 Gtype    b'lemma:wt'
+3.989316 O        b'lemma:Cra'
+3.968660 Gtype    b'lemma:arca8myc'
+3.943132 O        b'lemma:rep3'
+3.855516 Gversion b'lemma:nc'
+3.813109 Med      b'lemma:LB'
+3.805010 O        b'-1:lemma:ChIP-exo'
+3.780222 O        b'lemma:b'
+3.776136 O        b'lemma:a'
+3.762332 Gtype    b'lemma:type'
+3.692897 Technique b'lemma:ChIP-Seq'
+3.685963 Technique b'lemma:rna-seq'
+3.608750 Supp     b'lemma:Fe'
+3.602563 Gtype    b'lemma:delta-arca'
+3.582946 O        b'lemma:Custom'
+3.480469 Supp     b'lemma:acetate'
+3.448871 Gversion b'-1:lemma:nc'
+3.444218 Supp     b'lemma:no3'
+3.437906 O        b'lemma:.'
+3.437906 O        b'postag:.'
+3.437516 Technique b'lemma:chip-seq'
+3.389135 Supp     b'lemma:rifampicin'
+3.386406 Gtype    b'lemma:fnr8myc'
+3.384496 Gtype    b'+1:lemma:type'
+3.339808 OD       b'lemma:od450'
+3.322726 Gtype    b'lemma:\xe2\x88\x86'
+3.304027 Technique b'lemma:rnaseq'
+3.256257 O        b'+1:lemma:od600'
+3.186356 Anti     b'lemma:none'
+3.181887 Supp     b'lemma:dpd'
+3.055580 O        b'-1:lemma:0.3-0.35'
+3.054658 Gtype    b'lemma:nsrr'
+3.030442 Gtype    b'lemma:\xce\xb4fur'
+3.025184 Vess     b'lemma:flask'
+3.025184 Vess     b'-1:lemma:warm'
+3.015874 O        b'lemma:-'
+3.009573 Gtype    b'lemma:delta-fnr'
+2.998130 Supp     b'lemma:fructose'
+2.988910 O        b'lemma:CEL'
+2.974937 pH       b'lemma:ph5'
+2.974937 pH       b'+1:lemma:.5'
+2.972759 Anti     b'+1:lemma:antibody'
+2.954856 Med      b'+1:lemma:0.4'
+2.925179 O        b'-1:lemma:Aerobic'
+2.879985 O        b'+1:postag:RB'
+2.865018 Med      b'lemma:m63'
+2.859747 Gtype    b'-1:lemma:ptac'
+2.825574 Supp     b'lemma:arginine'
+2.824511 Technique b'-1:lemma:IP'
+2.817298 O        b'postag:VBN'
+2.813172 Anti     b'lemma:seqa'
+2.812406 Temp     b'-1:lemma:sample'
+2.763158 Gtype    b'+1:lemma:with'
+2.754310 Temp     b'lemma:\xc2\xb0c'
+2.723063 Supp     b'+1:lemma:1'
+2.675834 O        b'-1:lemma:type'
+2.671720 Gversion b'lemma:chip-seq'
+2.653537 Supp     b'+1:lemma:2'
+2.650378 Air      b'postag:RB'
+2.631712 Gversion b'lemma:u00096'
+2.631712 Gversion b'+1:lemma:.2'
+2.616863 Supp     b'-1:lemma:Cra'
+2.615297 O        b'-1:lemma:glucose'
+2.613954 O        b'postag:CC'
+2.589956 Gtype    b'-1:lemma:rpob'
+2.582195 O        b'lemma:with'
+2.540802 Gversion b'lemma:000913'
+2.539352 Gversion b'lemma:.2'
+2.539352 Gversion b'-1:lemma:u00096'
+2.503419 O        b'lemma:chip'
+2.502065 Gtype    b'lemma:wild-type'
+2.487392 Technique b'+1:lemma:chip-exo'
+2.444920 Supp     b'+1:lemma:_'
+2.434479 O        b'-1:lemma:anaerobic'
+2.420671 Gtype    b'+1:lemma:flagtag'
+2.395183 Anti     b'lemma:anti-myc'
+2.385218 Strain   b'+1:lemma:substr'
+2.376772 Technique b'-1:lemma:chip-exo'
+2.348313 pH       b'lemma:.5'
+2.348313 pH       b'-1:lemma:ph5'
+2.334952 O        b'lemma:s'
+2.334641 OD       b'+1:lemma:stationary'
+2.330137 O        b'-1:lemma:lb'
+2.298914 Air      b'lemma:anaerobically'
+2.282617 Supp     b'+1:lemma:Deficient'
+2.277510 Med      b'+1:lemma:minimal'
+2.269747 Gtype    b'+1:lemma:ph5'
+2.257564 Gtype    b'+1:lemma:pq'
+2.256911 Temp     b'-1:lemma:\xcf\x8332'
+2.250901 O        b'lemma:oxyr'
+2.238383 Gtype    b'lemma:\xce\xb4ompr'
+2.232015 Gtype    b'lemma:\xce\xb4soxs'
+2.222768 O        b'lemma:or'
+2.220103 Supp     b'-1:lemma:+'
+2.219418 Anti     b'lemma:anti-rpos'
+2.194736 Supp     b'+1:lemma:hour'
+2.194499 Temp     b'-1:lemma:43'
+2.187158 O        b'postag:VBG'
+2.177204 pH       b'+1:postag:CD'
+2.177114 Supp     b'-1:lemma:\xc2\xb5m'
+2.151093 Supp     b'lemma:nacl'
+2.140203 O        b'postag:DT'
+2.133179 O        b'+1:lemma:pq'
+2.131891 O        b'-1:lemma:stpa'
+2.130575 O        b'lemma:affyexp'
+2.104996 Temp     b'lemma:43'
+2.103942 O        b'+1:lemma:o.d.'
+2.096381 O        b'lemma:for'
+2.062239 O        b'-1:lemma:l1'
+2.059181 O        b'-1:lemma:\xc2\xb0c'
+2.056904 O        b'lemma:chip-arca'
+2.042964 Gtype    b'+1:lemma:_'
+2.037784 Air      b'-1:lemma:-'
+2.033829 Supp     b'lemma:20'
+2.033283 Med      b'+1:lemma:2.0'
+2.030340 Air      b'lemma:Anaerobic'
+2.025461 O        b'lemma:culture'
+2.007866 O        b'+1:postag:NNP'
+2.002694 Supp     b'lemma:Leu'
+1.992014 O        b'lemma:Lrp'
+1.990572 O        b'+1:lemma:anti-fur'
+1.987491 O        b'lemma:ompr'
+1.985226 Temp     b'lemma:37'
+1.981458 Temp     b'+1:lemma:\xc2\xb0c'
+1.954050 Technique b'-1:lemma:input'
+1.939671 Air      b'-1:lemma:co2'
+1.933847 Gtype    b'lemma:deltaseqa'
+1.933847 Gtype    b'-1:lemma:old'
+1.924772 O        b'+1:lemma:chip-seq'
+1.922580 O        b'lemma:Fur'
+1.920444 Med      b'-1:lemma:ml'
+1.908513 Gtype    b'lemma:ptac'
+1.905616 Supp     b'lemma:iptg'
+1.905043 Temp     b'-1:lemma:37'
+1.897096 Med      b'lemma:glucose'
+1.886045 O        b'+1:lemma:mid-log'
+1.880944 Supp     b'lemma:Adenine'
+1.871549 Med      b'lemma:media'
+1.869057 Gtype    b'lemma:pk4854'
+1.858978 Med      b'lemma:L'
+1.858978 Med      b'+1:lemma:broth'
+1.849089 O        b'postag:SYM'
+1.839128 Supp     b'lemma:0.2'
+1.838608 Gtype    b'lemma:WT'
+1.834443 Gtype    b'+1:lemma:aerobic'
+1.824894 Supp     b'-1:lemma:with'
+1.808905 O        b'+1:lemma:43'
+1.792132 O        b'lemma:argr'
+1.790393 Substrain b'+1:lemma:phtpg'
+1.786085 Phase    b'-1:lemma:mid-log'
+1.783387 Technique b'+1:lemma:rna-seq'
+1.774887 Med      b'+1:lemma:g/l'
+1.773397 Gtype    b'-1:lemma:nsrr'
+1.771235 Med      b'+1:lemma:+'
+1.769899 Med      b'postag:NNP'
+1.769535 Supp     b'-1:lemma:mm'
+1.763683 Air      b'-1:postag:CD'
+1.752886 OD       b'-1:lemma:~'
+1.749965 O        b'-1:lemma:0.3'
+1.744858 O        b'lemma:at'
+1.740916 Supp     b'lemma:methanol'
+1.740449 O        b'lemma:purr'
+1.740138 Technique b'-1:lemma:_'
+1.740075 Med      b'lemma:broth'
+1.740075 Med      b'-1:lemma:L'
+
+
+Top negative:
+0.000364 O        b'+1:lemma:70'
+0.000332 O        b'lemma:fresh'
+0.000294 O        b'postag:VBZ'
+0.000275 OD       b'+1:lemma::'
+0.000231 O        b'-1:lemma:medium'
+0.000175 Supp     b'-1:postag:NN'
+0.000167 Gtype    b'-1:lemma:hn'
+0.000124 O        b'lemma:coli'
+0.000118 OD       b'+1:lemma:0.15'
+0.000060 Agit     b'+1:postag:VBG'
+0.000056 Gversion b'-1:lemma:the'
+0.000042 O        b'+1:lemma:harvest'
+0.000028 Med      b'-1:lemma:2'
+0.000027 O        b'lemma:w0002'
+0.000026 Anti     b'-1:postag:NN'
+0.000024 O        b'lemma:50'
+0.000023 O        b'-1:lemma:with'
+0.000023 Supp     b'lemma:hour'
+0.000022 Gversion b'-1:postag:DT'
+0.000013 Supp     b'-1:lemma:10'
+0.000010 Substrain b'postag:NN'
+0.000009 Med      b'lemma:-rrb-'
+0.000009 Gtype    b'lemma:the'
+0.000009 O        b'+1:lemma:um'
+0.000007 Med      b'postag:-RRB-'
+0.000004 Gtype    b'-1:lemma:cra'
+-0.000007 Med      b'+1:postag:NNS'
+-0.000009 O        b'+1:lemma:aerobically'
+-0.000017 O        b'-1:lemma:until'
+-0.000027 O        b'lemma:mg/ml'
+-0.000027 O        b'-1:lemma:150'
+-0.000033 O        b'+1:lemma:phase'
+-0.000034 OD       b'postag:NNS'
+-0.000193 Gversion b'-1:postag:NN'
+-0.000221 O        b'lemma:glucose'
+-0.000434 O        b'lemma:purify'
+-0.000743 O        b'+1:lemma:grow'
+-0.000794 O        b'lemma:\xc2\xb0c'
+-0.000895 O        b'+1:lemma:mg1655'
+-0.001880 O        b'+1:lemma:n2'
+-0.003127 O        b'-1:lemma:20'
+-0.003470 Gtype    b'-1:postag:NN'
+-0.003555 Temp     b'-1:lemma:\xc2\xb0c'
+-0.003698 OD       b'+1:lemma:0.4'
+-0.003819 Gtype    b'+1:postag:NNS'
+-0.003979 OD       b'-1:postag:DT'
+-0.004093 Air      b'-1:lemma:anaerobically'
+-0.005847 OD       b'lemma:~'
+-0.007703 OD       b'+1:lemma:-lrb-'
+-0.008413 OD       b'+1:lemma:~'
+-0.010004 OD       b'+1:lemma:and'
+-0.011677 Air      b'+1:lemma:-lrb-'
+-0.015840 OD       b'+1:postag:NNS'
+-0.022634 Air      b'+1:postag:-LRB-'
+-0.022941 O        b'lemma:m63'
+-0.024873 OD       b'+1:postag:CD'
+-0.025582 O        b'lemma:dpd'
+-0.030490 Supp     b'+1:postag:VBN'
+-0.041555 Air      b'-1:postag:CC'
+-0.047125 Supp     b'+1:lemma:-rrb-'
+-0.048162 Phase    b'-1:postag:NN'
+-0.048198 Air      b'-1:lemma:70'
+-0.056727 O        b'+1:lemma:rep1'
+-0.061184 O        b'-1:lemma:-lrb-'
+-0.062123 O        b'lemma:e.'
+-0.067649 O        b'-1:lemma:mid-log'
+-0.079172 O        b'-1:lemma:e.'
+-0.079999 Med      b'-1:postag:IN'
+-0.081811 Air      b'postag:CC'
+-0.082914 Supp     b'+1:postag:-RRB-'
+-0.084681 OD       b'postag:JJ'
+-0.087207 O        b'-1:lemma:,'
+-0.087207 O        b'-1:postag:,'
+-0.091606 O        b'-1:lemma:from'
+-0.094097 Air      b'postag:CD'
+-0.094790 O        b'-1:lemma:o2'
+-0.098442 Gtype    b'-1:postag:SYM'
+-0.101371 O        b'lemma:30'
+-0.102952 O        b'-1:lemma:30'
+-0.104458 Med      b'-1:postag:NN'
+-0.104966 O        b'-1:postag:VBN'
+-0.106487 OD       b'+1:postag:-LRB-'
+-0.115379 O        b'-1:lemma:0.1'
+-0.123943 Gtype    b'postag:CD'
+-0.125483 O        b'lemma:n2'
+-0.128182 O        b'+1:lemma:5'
+-0.130795 Air      b'-1:lemma:or'
+-0.131840 O        b'lemma:co2'
+-0.131841 Supp     b'lemma:and'
+-0.133586 O        b'-1:lemma:g/l'
+-0.139512 Phase    b'-1:lemma:at'
+-0.139664 O        b'+1:lemma:300'
+-0.140814 Gtype    b'-1:postag:CD'
+-0.148051 Temp     b'postag:JJ'
+-0.148722 O        b'-1:lemma:n2'
+-0.151800 Phase    b'+1:postag:NN'
+-0.154097 O        b'+1:lemma:shake'
+-0.157668 O        b'-1:lemma:rifampicin'
+-0.160737 Supp     b'postag:CC'
+-0.163938 Technique b'-1:lemma::'
+-0.192959 Med      b'postag:CD'
+-0.196077 Gversion b'+1:postag:NN'
+-0.197347 Med      b'+1:postag:IN'
+-0.198353 O        b'-1:lemma:the'
+-0.210857 O        b'+1:lemma:.'
+-0.210857 O        b'+1:postag:.'
+-0.212158 O        b'-1:postag:IN'
+-0.224946 Anti     b'+1:postag:JJ'
+-0.229079 O        b'lemma:lb'
+-0.229762 O        b'-1:lemma:iptg'
+-0.230713 O        b'-1:lemma:0.2'
+-0.230962 O        b'lemma:k-12'
+-0.231370 O        b'-1:lemma:of'
+-0.233847 O        b'lemma:150'
+-0.233847 O        b'+1:lemma:mg/ml'
+-0.235755 O        b'+1:lemma:\xc2\xb0c'
+-0.239301 O        b'+1:lemma:until'
+-0.241454 O        b'+1:lemma:-rrb-'
+-0.291406 Med      b'+1:postag:NN'
+-0.300667 O        b'-1:lemma:1'
+-0.301872 O        b'-1:postag:-LRB-'
+-0.304883 Phase    b'-1:postag:JJ'
+-0.316741 O        b'+1:lemma:arginine'
+-0.323570 O        b'-1:lemma:cra'
+-0.324550 pH       b'postag:NN'
+-0.337342 O        b'lemma:\xe2\x88\x86'
+-0.341398 Anti     b'+1:lemma:anti-fur'
+-0.348116 O        b'+1:postag:IN'
+-0.392002 O        b'+1:lemma:%'
+-0.397249 O        b'lemma:phase'
+-0.397709 O        b'lemma:anaerobic'
+-0.418316 O        b'+1:postag:-RRB-'
+-0.425489 O        b'lemma:dissolve'
+-0.429358 O        b'+1:lemma:0.3'
+-0.434377 Supp     b'-1:lemma:%'
+-0.452106 Temp     b'+1:lemma:to'
+-0.452106 Temp     b'+1:postag:TO'
+-0.459401 Phase    b'postag:JJ'
+-0.481800 O        b'+1:lemma:c'
+-0.510217 O        b'lemma:\xce\xb4fur'
+-0.512490 O        b'+1:lemma:fecl2'
+-0.514242 O        b'-1:lemma:od600'
+-0.519690 O        b'-1:lemma:ml'
+-0.534845 O        b'lemma:media'
+-0.543546 O        b'+1:postag:NNS'
+-0.552477 O        b'lemma:20'
+-0.554174 O        b'lemma:0.3'
+-0.554563 O        b'postag:VBP'
+-0.558858 Supp     b'+1:lemma:rifampicin'
+-0.584166 O        b'-1:lemma:rpob'
+-0.595632 OD       b'+1:lemma:of'
+-0.601347 OD       b'lemma:-lrb-'
+-0.606330 O        b'-1:lemma:~'
+-0.609828 Air      b'-1:postag:JJ'
+-0.617562 O        b'+1:lemma:cell'
+-0.628406 O        b'-1:lemma:sample'
+-0.648795 O        b'-1:lemma:co2'
+-0.650443 Supp     b'+1:lemma:acetate'
+-0.661394 O        b'lemma:anaerobically'
+-0.661739 Technique b'-1:postag::'
+-0.694556 Temp     b'postag:NN'
+-0.699281 O        b'+1:postag:VBG'
+-0.806053 O        b'-1:lemma:grow'
+-0.835270 OD       b'postag:-LRB-'
+-0.843540 O        b'lemma:fecl2'
+-0.844938 O        b'lemma:2h'
+-0.844938 O        b'-1:lemma:additional'
+-0.860246 O        b'lemma:0.2'
+-0.918603 O        b'lemma:0.1'
+-0.919972 OD       b'+1:postag:NN'
+-0.923722 O        b'lemma:od600'
+-0.997956 O        b'lemma:37'
+-1.049790 O        b'+1:lemma:supplement'
+-1.054918 O        b'-1:lemma:dissolve'
+-1.054918 O        b'+1:lemma:methanol'
+-1.059657 O        b'lemma:of'
+-1.079576 O        b'+1:lemma:g/l'
+-1.102935 O        b'-1:postag:VBG'
+-1.103027 O        b'lemma:mid-log'
+-1.131823 O        b'-1:lemma:37'
+-1.134618 O        b'-1:postag::'
+-1.186603 O        b'-1:lemma:ompr'
+-1.219384 O        b'+1:lemma:hour'
+-1.220567 O        b'+1:lemma:+'
+-1.256620 O        b'+1:lemma:at'
+-1.304576 O        b'+1:lemma:in'
+-1.348770 O        b'lemma:rifampicin'
+-1.369043 O        b'lemma:wt'
+-1.372537 Supp     b'postag:JJ'
+-1.416841 O        b'lemma:methanol'
+-1.441519 Air      b'postag:NN'
+-1.482367 Air      b'+1:postag:JJ'
+-1.497730 Anti     b'postag:NNP'
+-1.498466 O        b'-1:lemma:nsrr'
+-1.531484 O        b'-1:lemma:IP'
+-2.013157 O        b'+1:lemma:2'
+-2.053762 O        b'-1:lemma:2'
+-2.424183 O        b'+1:lemma:1'
+-3.562427 O        b'-1:lemma::'
+-3.910745 O        b'-1:lemma:_'
+

 ********** TRAINING AND TESTING REPORT **********
 Training file: training-data-set-70_v4.txt
 
-best params:{'c1': 0.20645497959678813, 'c2': 0.017572644849766363}
-best CV score:0.7977309817293199
-model size: 0.06M
+best params:{'c1': 0.036962186699730476, 'c2': 0.0007197340103941715}
+best CV score:0.8049563498270011
+model size: 0.08M
 
-Flat F1: 0.784234402165812
+Flat F1: 0.8014090034358301
              precision    recall  f1-score   support
 
          OD      1.000     0.405     0.577        37
          pH      1.000     1.000     1.000        12
   Technique      0.952     0.909     0.930        22
-        Med      0.800     0.842     0.821        57
+        Med      0.803     0.860     0.831        57
        Temp      0.818     1.000     0.900        18
        Vess      0.000     0.000     0.000         0
        Agit      0.000     0.000     0.000         0
-      Phase      1.000     0.895     0.944        19
-        Air      0.807     0.742     0.773        62
+      Phase      1.000     0.947     0.973        19
+        Air      0.920     0.742     0.821        62
        Anti      1.000     0.444     0.615         9
      Strain      1.000     1.000     1.000         1
-      Gtype      0.866     0.792     0.828       106
+      Gtype      0.878     0.811     0.843       106
   Substrain      0.000     0.000     0.000         1
-       Supp      0.818     0.662     0.732       136
+       Supp      0.830     0.684     0.750       136
    Gversion      0.000     0.000     0.000         0
 
-avg / total      0.859     0.740     0.784       480
+avg / total      0.880     0.754     0.801       480
 
 
 Top likely transitions:
-Agit   -> Agit    6.425591
-OD     -> OD      5.826527
-Temp   -> Temp    5.548786
-Med    -> Med     5.385181
-Anti   -> Anti    5.274493
-Air    -> Air     5.273813
-Phase  -> Phase   4.728944
-Gtype  -> Gtype   4.437920
-Gversion -> Gversion 4.349816
-O      -> O       4.268725
-Supp   -> Supp    3.971396
-Technique -> Technique 3.834387
-pH     -> pH      2.157022
-O      -> Supp    1.775419
-Gtype  -> Supp    1.744617
-Substrain -> Gtype   1.701513
-Air    -> O       1.650192
-O      -> Gtype   1.270693
-O      -> Technique 1.253973
-Technique -> Air     0.977999
-O      -> Anti    0.884095
-O      -> Temp    0.762865
-Med    -> O       0.608226
-OD     -> Phase   0.415201
-Temp   -> O       0.355964
-Gtype  -> Air     0.349440
-O      -> Gversion 0.343072
-Gtype  -> pH      0.331974
-O      -> Med     0.236453
-Phase  -> O       0.133978
-Supp   -> O       0.132584
-O      -> Strain  0.015869
-O      -> Phase   0.000848
-O      -> OD      -0.004725
-Technique -> OD      -0.009324
-Technique -> O       -0.010626
-Technique -> pH      -0.028457
-Supp   -> Air     -0.068848
-OD     -> Air     -0.084459
-Supp   -> OD      -0.119773
-OD     -> Med     -0.182306
-Gtype  -> Med     -0.204270
-Technique -> Gtype   -0.212005
-Gtype  -> O       -0.327673
-Gtype  -> Anti    -0.356226
-O      -> Air     -0.606839
-OD     -> O       -0.668006
-Agit   -> O       -0.720674
-Substrain -> O       -0.778994
-Supp   -> Med     -0.779854
+Agit   -> Agit    7.652221
+Anti   -> Anti    6.905048
+OD     -> OD      6.644654
+Temp   -> Temp    6.392371
+Med    -> Med     5.897259
+Gtype  -> Gtype   5.885016
+Gversion -> Gversion 5.871628
+Phase  -> Phase   5.642567
+Air    -> Air     5.394223
+O      -> O       5.148014
+Technique -> Technique 4.714602
+Supp   -> Supp    4.403242
+pH     -> pH      2.882239
+Substrain -> Gtype   1.688067
+Gtype  -> Supp    1.322012
+O      -> Supp    1.067852
+O      -> Technique 0.764618
+O      -> Gtype   0.648760
+O      -> Phase   0.314348
+O      -> Anti    0.311802
+Air    -> O       0.261909
+O      -> Vess    0.047068
+Technique -> Air     0.046094
+Gtype  -> pH      0.025742
+O      -> Gversion 0.014285
+Strain -> O       -0.000027
+OD     -> Gtype   -0.000088
+Med    -> O       -0.009150
+pH     -> O       -0.021922
+O      -> Agit    -0.054019
+Phase  -> Air     -0.057034
+Supp   -> Gversion -0.109041
+Phase  -> pH      -0.126867
+Phase  -> Supp    -0.149179
+Gtype  -> Anti    -0.177305
+Gtype  -> Phase   -0.275685
+Supp   -> Temp    -0.301687
+O      -> OD      -0.348061
+Air    -> Phase   -0.353316
+Gtype  -> Med     -0.401859
+Gtype  -> O       -0.403896
+Supp   -> OD      -0.422683
+OD     -> Phase   -0.428221
+Technique -> O       -0.452620
+Technique -> pH      -0.467777
+Supp   -> Phase   -0.485969
+Supp   -> Gtype   -0.488284
+OD     -> Temp    -0.615341
+Supp   -> Anti    -0.639507
+Phase  -> O       -0.706192
 
 
 Top unlikely transitions:
-Med    -> Med     5.385181
-Anti   -> Anti    5.274493
-Air    -> Air     5.273813
-Phase  -> Phase   4.728944
-Gtype  -> Gtype   4.437920
-Gversion -> Gversion 4.349816
-O      -> O       4.268725
-Supp   -> Supp    3.971396
-Technique -> Technique 3.834387
-pH     -> pH      2.157022
-O      -> Supp    1.775419
-Gtype  -> Supp    1.744617
-Substrain -> Gtype   1.701513
-Air    -> O       1.650192
-O      -> Gtype   1.270693
-O      -> Technique 1.253973
-Technique -> Air     0.977999
-O      -> Anti    0.884095
-O      -> Temp    0.762865
-Med    -> O       0.608226
-OD     -> Phase   0.415201
-Temp   -> O       0.355964
-Gtype  -> Air     0.349440
-O      -> Gversion 0.343072
-Gtype  -> pH      0.331974
-O      -> Med     0.236453
-Phase  -> O       0.133978
-Supp   -> O       0.132584
-O      -> Strain  0.015869
-O      -> Phase   0.000848
-O      -> OD      -0.004725
-Technique -> OD      -0.009324
-Technique -> O       -0.010626
-Technique -> pH      -0.028457
-Supp   -> Air     -0.068848
-OD     -> Air     -0.084459
-Supp   -> OD      -0.119773
-OD     -> Med     -0.182306
-Gtype  -> Med     -0.204270
-Technique -> Gtype   -0.212005
-Gtype  -> O       -0.327673
-Gtype  -> Anti    -0.356226
-O      -> Air     -0.606839
-OD     -> O       -0.668006
-Agit   -> O       -0.720674
-Substrain -> O       -0.778994
-Supp   -> Med     -0.779854
-Gtype  -> OD      -1.018491
-Med    -> Supp    -1.466475
-Phase  -> OD      -1.648011
+Gtype  -> pH      0.025742
+O      -> Gversion 0.014285
+Strain -> O       -0.000027
+OD     -> Gtype   -0.000088
+Med    -> O       -0.009150
+pH     -> O       -0.021922
+O      -> Agit    -0.054019
+Phase  -> Air     -0.057034
+Supp   -> Gversion -0.109041
+Phase  -> pH      -0.126867
+Phase  -> Supp    -0.149179
+Gtype  -> Anti    -0.177305
+Gtype  -> Phase   -0.275685
+Supp   -> Temp    -0.301687
+O      -> OD      -0.348061
+Air    -> Phase   -0.353316
+Gtype  -> Med     -0.401859
+Gtype  -> O       -0.403896
+Supp   -> OD      -0.422683
+OD     -> Phase   -0.428221
+Technique -> O       -0.452620
+Technique -> pH      -0.467777
+Supp   -> Phase   -0.485969
+Supp   -> Gtype   -0.488284
+OD     -> Temp    -0.615341
+Supp   -> Anti    -0.639507
+Phase  -> O       -0.706192
+Anti   -> OD      -0.844857
+Phase  -> Med     -0.902223
+O      -> Med     -0.935765
+OD     -> Supp    -0.978463
+Supp   -> O       -1.084719
+Agit   -> O       -1.097714
+OD     -> Air     -1.126328
+Air    -> Med     -1.132598
+Gtype  -> OD      -1.139180
+Supp   -> Technique -1.250739
+Technique -> Gtype   -1.250976
+Air    -> OD      -1.277975
+O      -> Air     -1.291423
+Air    -> Supp    -1.303586
+Supp   -> Air     -1.334582
+Temp   -> Med     -1.516161
+OD     -> Med     -1.658158
+OD     -> O       -1.907052
+Technique -> OD      -1.926078
+Substrain -> O       -2.266894
+Med    -> Supp    -2.671557
+Supp   -> Med     -2.793078
+Phase  -> OD      -4.004033
 
 
 Top positive:
-7.908476 O        b'lemma:_'
-7.519798 Supp     b'lemma:Iron'
-6.893122 Air      b'lemma:anaerobic'
-6.757207 O        b'lemma:1'
-6.526738 Air      b'lemma:aerobic'
-6.246963 Phase    b'lemma:stationary'
-6.216490 Strain   b'lemma:k-12'
-6.159501 Technique b'lemma:ChIP-exo'
-5.949001 Supp     b'lemma:nitrate'
-5.557355 O        b'lemma:rpob'
-5.556016 Phase    b'lemma:mid-log'
-5.526361 O        b'lemma:2'
-5.249738 Technique b'lemma:chipseq'
-5.235064 Air      b'-1:lemma:ChIP-Seq'
-5.174037 O        b'lemma:3'
-5.050373 O        b'postag:IN'
-4.985897 Supp     b'lemma:pq'
-4.921604 Substrain b'lemma:mg1655'
-4.872348 Gtype    b'lemma:\xce\xb4cra'
-4.847236 Gversion b'lemma:asm584v2'
-4.762705 O        b'-1:lemma:tag'
-4.726906 OD       b'lemma:od600'
-4.660975 Gtype    b'lemma:type'
-4.628321 O        b'lemma:Custom'
-4.553702 O        b'lemma:rep1'
-4.515219 Med      b'lemma:MOPS'
-4.507185 Gversion b'lemma:nc'
-4.464398 Air      b'lemma:Aerobic'
-4.453084 Med      b'lemma:LB'
-4.447532 Supp     b'+1:lemma:\xc2\xb5m'
-4.437438 O        b'-1:lemma:ChIP-exo'
-4.404385 O        b'lemma:rep2'
-4.373164 Supp     b'lemma:nh4cl'
-4.365179 Gtype    b'lemma:flag-tag'
-4.365179 Gtype    b'-1:lemma:c-terminal'
-4.354053 O        b'postag::'
-4.297412 O        b'lemma:\xcf\x8332'
-4.284115 Gtype    b'+1:lemma:type'
-4.278996 O        b'lemma:b'
-4.258389 Gtype    b'-1:lemma:\xe2\x88\x86'
-4.241615 Gtype    b'lemma:wt'
-4.228158 Med      b'lemma:lb'
-4.218565 Gtype    b'lemma:arca8myc'
-4.218302 Technique b'lemma:ChIP-Seq'
-4.180599 Supp     b'lemma:glucose'
-4.160405 O        b'lemma:rep3'
-4.081991 O        b'lemma:Cra'
-3.932540 O        b'lemma:a'
-3.844330 Technique b'lemma:rna-seq'
-3.814781 Gtype    b'lemma:delta-arca'
-3.626994 Gtype    b'lemma:fnr8myc'
-3.606800 Supp     b'lemma:acetate'
-3.573033 Supp     b'lemma:Fe'
-3.567339 Technique b'lemma:chip-seq'
-3.563430 Supp     b'lemma:rifampicin'
-3.511453 OD       b'lemma:od450'
-3.511078 O        b'lemma:.'
-3.511078 O        b'postag:.'
-3.438725 Temp     b'-1:lemma:sample'
-3.393434 Supp     b'lemma:dpd'
-3.386786 Supp     b'lemma:no3'
-3.357689 Anti     b'lemma:none'
-3.339507 Med      b'+1:lemma:0.4'
-3.299536 Gtype    b'lemma:\xe2\x88\x86'
-3.288791 O        b'+1:lemma:od600'
-3.273758 Technique b'lemma:rnaseq'
-3.258770 Gtype    b'lemma:delta-fnr'
-3.254592 O        b'postag:VBN'
-3.228840 Supp     b'lemma:fructose'
-3.219194 Gtype    b'lemma:\xce\xb4fur'
-3.208266 O        b'lemma:CEL'
-3.206942 Gtype    b'lemma:nsrr'
-3.177189 O        b'-1:lemma:Aerobic'
-3.129133 Technique b'-1:lemma:IP'
-3.128048 O        b'-1:lemma:0.3-0.35'
-3.112441 O        b'-1:lemma:type'
-3.098709 Gversion b'-1:lemma:nc'
-3.051729 Vess     b'lemma:flask'
-3.051729 Vess     b'-1:lemma:warm'
-3.008997 Supp     b'+1:lemma:1'
-2.987213 pH       b'lemma:ph5'
-2.987213 pH       b'+1:lemma:.5'
-2.977412 Anti     b'lemma:seqa'
-2.955347 Gtype    b'lemma:wild-type'
-2.951444 O        b'lemma:-'
-2.937212 O        b'+1:postag:RB'
-2.916028 Supp     b'lemma:arginine'
-2.840642 O        b'-1:lemma:glucose'
-2.820501 Gtype    b'+1:lemma:ph5'
-2.791333 Anti     b'+1:lemma:antibody'
-2.774879 Gversion b'lemma:chip-seq'
-2.771457 Anti     b'lemma:anti-myc'
-2.765907 O        b'lemma:chip'
-2.735612 Gtype    b'+1:lemma:flagtag'
-2.722421 Med      b'lemma:m63'
-2.721104 O        b'lemma:or'
-2.699589 Temp     b'lemma:\xc2\xb0c'
-2.681423 O        b'lemma:with'
-2.669444 Med      b'+1:lemma:minimal'
-2.666834 Gversion b'lemma:u00096'
-2.666834 Gversion b'+1:lemma:.2'
-2.660974 Gtype    b'+1:lemma:pq'
-2.654887 OD       b'+1:lemma:stationary'
-2.644825 Gtype    b'+1:lemma:with'
-2.637258 Supp     b'+1:lemma:2'
-2.578615 Gtype    b'lemma:\xce\xb4ompr'
-2.569922 O        b'-1:lemma:anaerobic'
-2.559477 Temp     b'+1:lemma:\xc2\xb0c'
-2.558177 Supp     b'-1:lemma:Cra'
-2.555473 Gversion b'lemma:.2'
-2.555473 Gversion b'-1:lemma:u00096'
-2.519787 O        b'postag:CC'
-2.515611 Gtype    b'-1:lemma:ptac'
-2.474668 Technique b'-1:lemma:chip-exo'
-2.465084 Gversion b'lemma:000913'
-2.459269 O        b'+1:lemma:pq'
-2.454369 Strain   b'+1:lemma:substr'
-2.453079 O        b'postag:DT'
-2.447446 Temp     b'-1:lemma:\xcf\x8332'
-2.434523 Technique b'+1:lemma:chip-exo'
-2.415981 Supp     b'lemma:nacl'
-2.400381 O        b'+1:postag:NNP'
-2.395375 O        b'lemma:s'
-2.378114 pH       b'lemma:.5'
-2.378114 pH       b'-1:lemma:ph5'
-2.360956 Med      b'+1:lemma:2.0'
-2.360197 Temp     b'-1:lemma:43'
-2.354343 O        b'-1:lemma:lb'
-2.333302 Gtype    b'-1:lemma:rpob'
-2.331044 Supp     b'+1:lemma:_'
-2.265756 O        b'-1:lemma:l1'
-2.256561 Supp     b'-1:lemma:\xc2\xb5m'
-2.253390 Air      b'-1:lemma:-'
-2.244110 O        b'lemma:oxyr'
-2.231965 Air      b'lemma:anaerobically'
-2.211436 Anti     b'lemma:anti-rpos'
-2.204750 O        b'-1:lemma:stpa'
-2.194353 OD       b'-1:lemma:~'
-2.189113 Gtype    b'lemma:\xce\xb4soxs'
-2.183419 Air      b'postag:RB'
-2.170778 Supp     b'-1:lemma:+'
-2.151725 Temp     b'lemma:43'
-2.127054 Temp     b'lemma:37'
-2.124907 Supp     b'lemma:20'
-2.115142 O        b'+1:lemma:o.d.'
-2.111143 Supp     b'lemma:Leu'
-2.107663 O        b'lemma:Lrp'
-2.107472 Temp     b'-1:lemma:37'
-2.094728 Gtype    b'lemma:ptac'
-2.073944 O        b'+1:lemma:chip-seq'
-2.062388 Supp     b'lemma:iptg'
-2.042062 O        b'lemma:affyexp'
-2.040790 Med      b'lemma:media'
-2.031837 O        b'lemma:culture'
-2.024586 O        b'postag:VBG'
-2.010374 Vess     b'-1:postag:VBN'
-2.009201 Gtype    b'lemma:pk4854'
-2.002974 Med      b'lemma:glucose'
-1.998019 Gtype    b'+1:lemma:_'
-1.980119 Supp     b'+1:lemma:hour'
-1.975173 O        b'lemma:chip-arca'
-1.959423 Supp     b'-1:lemma:with'
-1.922869 Technique b'-1:lemma:input'
-1.921526 O        b'lemma:ompr'
-1.910950 Med      b'lemma:broth'
-1.910950 Med      b'-1:lemma:L'
-1.910014 Gtype    b'lemma:deltaseqa'
-1.910014 Gtype    b'-1:lemma:old'
-1.905010 O        b'-1:lemma:0.3'
-1.901042 OD       b'lemma:0.3'
-1.900964 Med      b'lemma:L'
-1.900964 Med      b'+1:lemma:broth'
-1.899018 Supp     b'+1:lemma:Deficient'
-1.893912 Air      b'lemma:Anaerobic'
-1.893451 Med      b'-1:lemma:ml'
-1.870173 O        b'lemma:Fur'
-1.848155 pH       b'+1:postag:CD'
-1.823256 O        b'+1:lemma:coli'
-1.818674 Gtype    b'-1:lemma:nsrr'
-1.808290 Substrain b'+1:lemma:phtpg'
-1.805456 Phase    b'-1:lemma:mid-log'
-1.797810 Med      b'-1:lemma:glucose'
-1.796653 Supp     b'lemma:methanol'
-1.792416 O        b'-1:lemma:\xc2\xb0c'
-1.781537 Supp     b'lemma:Adenine'
-1.779649 Air      b'-1:lemma:grow'
-1.777565 Technique b'+1:lemma:rna-seq'
-1.776039 OD       b'lemma:phase'
-1.775438 O        b'lemma:condition'
-1.763711 Air      b'-1:lemma:phase'
-1.762988 Gversion b'lemma:_'
-1.759448 O        b'-1:lemma:dpd'
-1.736984 O        b'lemma:genotype/variation'
-1.716841 O        b'lemma:argr'
-1.709815 O        b'postag:VBD'
-1.687639 Air      b'-1:lemma:co2'
-1.686138 Gversion b'postag:CD'
-1.676377 Phase    b'-1:lemma:until'
-1.672693 Gtype    b'lemma:WT'
-1.671406 Phase    b'+1:lemma:for'
+14.736732 Supp     b'lemma:Iron'
+14.465018 Phase    b'lemma:stationary'
+11.931234 Air      b'lemma:anaerobic'
+11.755072 O        b'lemma:_'
+11.500878 Air      b'lemma:aerobic'
+10.776302 O        b'lemma:Custom'
+9.977404 Med      b'lemma:MOPS'
+9.507368 O        b'lemma:1'
+9.383805 O        b'lemma:rpob'
+9.319544 Technique b'lemma:ChIP-exo'
+9.016782 Supp     b'lemma:nitrate'
+8.629834 OD       b'+1:lemma:stationary'
+8.582738 Technique b'lemma:chipseq'
+8.331021 Strain   b'lemma:k-12'
+8.185729 Supp     b'lemma:pq'
+8.108336 Air      b'lemma:Aerobic'
+8.081666 O        b'-1:lemma:tag'
+7.987196 Gtype    b'lemma:flag-tag'
+7.987196 Gtype    b'-1:lemma:c-terminal'
+7.969290 O        b'lemma:\xcf\x8332'
+7.864454 Air      b'-1:lemma:ChIP-Seq'
+7.779218 Phase    b'lemma:mid-log'
+7.699581 Technique b'lemma:ChIP-Seq'
+7.693879 Gtype    b'lemma:\xce\xb4cra'
+7.488490 O        b'lemma:2'
+7.378100 Gversion b'lemma:asm584v2'
+7.205543 O        b'lemma:3'
+7.115380 O        b'lemma:b'
+7.043756 Med      b'lemma:LB'
+6.950209 O        b'lemma:for'
+6.905886 O        b'lemma:rep1'
+6.892700 O        b'lemma:rep2'
+6.829683 O        b'-1:lemma:ChIP-exo'
+6.826037 Gtype    b'lemma:arca8myc'
+6.814538 OD       b'lemma:od450'
+6.663495 O        b'postag::'
+6.587073 Supp     b'-1:lemma:Cra'
+6.555197 Supp     b'+1:lemma:\xc2\xb5m'
+6.542596 Gtype    b'lemma:delta-arca'
+6.493295 O        b'lemma:rep3'
+6.402654 Gtype    b'lemma:fnr8myc'
+6.392757 Gtype    b'lemma:type'
+6.351940 O        b'-1:lemma:0.3-0.35'
+6.347501 Supp     b'lemma:Fe'
+6.273476 O        b'lemma:Cra'
+6.182315 Gtype    b'lemma:delta-fnr'
+6.177522 Substrain b'lemma:mg1655'
+6.170615 Air      b'lemma:Anaerobic'
+6.113701 O        b'lemma:with'
+5.936854 O        b'-1:lemma:Aerobic'
+5.932249 Technique b'lemma:rnaseq'
+5.914672 O        b'lemma:a'
+5.800356 Gtype    b'-1:lemma:\xe2\x88\x86'
+5.783221 O        b'lemma:chip'
+5.753480 Technique b'lemma:rna-seq'
+5.693444 Supp     b'lemma:rifampicin'
+5.670336 Gtype    b'lemma:\xce\xb4fur'
+5.653053 Supp     b'lemma:nh4cl'
+5.619758 Gtype    b'lemma:nsrr'
+5.548861 Gversion b'lemma:nc'
+5.511691 O        b'-1:lemma:anaerobic'
+5.500216 Supp     b'lemma:no3'
+5.430117 Anti     b'lemma:none'
+5.416869 Gtype    b'lemma:wt'
+5.398199 O        b'+1:lemma:chip-seq'
+5.372251 Strain   b'+1:lemma:substr'
+5.367205 Supp     b'lemma:glucose'
+5.288350 Supp     b'lemma:arginine'
+5.224904 O        b'+1:lemma:sparging'
+5.195289 Gtype    b'-1:lemma:rpob'
+5.120201 O        b'+1:lemma:od600'
+5.119304 Anti     b'lemma:seqa'
+5.065756 O        b'lemma:.'
+5.065756 O        b'postag:.'
+4.958683 O        b'+1:postag:RB'
+4.957995 Supp     b'-1:lemma:+'
+4.942087 Anti     b'lemma:anti-rpos'
+4.940685 O        b'-1:lemma:type'
+4.936711 Temp     b'-1:lemma:\xcf\x8332'
+4.912250 Gtype    b'+1:lemma:ph5'
+4.895200 Med      b'lemma:lb'
+4.815819 Gtype    b'-1:lemma:ptac'
+4.811978 O        b'lemma:2-3'
+4.810818 O        b'-1:lemma:glucose'
+4.792895 Supp     b'lemma:Leu'
+4.733669 O        b'-1:lemma:0.3'
+4.703956 Supp     b'+1:lemma:hour'
+4.701672 Anti     b'lemma:anti-myc'
+4.688605 Gtype    b'+1:lemma:type'
+4.685195 Technique b'+1:lemma:chip-exo'
+4.663539 Gtype    b'lemma:\xce\xb4ompr'
+4.630196 O        b'lemma:at'
+4.627640 OD       b'lemma:od600'
+4.627504 Gversion b'-1:lemma:nc'
+4.614675 O        b'lemma:ompr'
+4.580496 O        b'lemma:oxyr'
+4.534418 Gtype    b'lemma:WT'
+4.489105 Air      b'lemma:anerobically'
+4.453615 Med      b'+1:lemma:0.4'
+4.449035 Vess     b'lemma:flask'
+4.449035 Vess     b'-1:lemma:warm'
+4.421452 Technique b'lemma:chip-seq'
+4.387313 Gtype    b'lemma:pk4854'
+4.372903 Technique b'-1:lemma:input'
+4.333388 Supp     b'+1:lemma:1'
+4.325171 pH       b'lemma:ph5'
+4.325171 pH       b'+1:lemma:.5'
+4.293581 O        b'-1:lemma:dpd'
+4.280002 Air      b'lemma:anaerobically'
+4.273687 Supp     b'lemma:Adenine'
+4.255972 Temp     b'-1:lemma:37'
+4.227681 Supp     b'lemma:acetate'
+4.213628 O        b'lemma:chip-arca'
+4.212847 Technique b'-1:lemma:IP'
+4.207389 Med      b'+1:lemma:contain'
+4.195958 O        b'lemma:s'
+4.194941 Supp     b'lemma:fructose'
+4.188294 O        b'postag:IN'
+4.148814 O        b'postag:VBN'
+4.113823 O        b'lemma:CEL'
+4.077959 O        b'lemma:argr'
+4.042281 Supp     b'lemma:dpd'
+3.997796 Gversion b'lemma:chip-seq'
+3.996937 Med      b'-1:lemma:complete'
+3.979910 O        b'lemma:or'
+3.977533 Supp     b'lemma:iptg'
+3.966804 Gtype    b'+1:lemma:pq'
+3.958145 Gtype    b'lemma:\xe2\x88\x86'
+3.955065 Med      b'+1:lemma:2.0'
+3.950822 Gtype    b'lemma:wild-type'
+3.949211 O        b'lemma:soxs'
+3.949211 O        b'lemma:soxr'
+3.941119 Med      b'lemma:m63'
+3.931242 Substrain b'+1:lemma:phtpg'
+3.927386 O        b'+1:lemma:o.d.'
+3.916508 Gtype    b'lemma:deltaseqa'
+3.916508 Gtype    b'-1:lemma:old'
+3.914220 Gtype    b'lemma:\xce\xb4soxs'
+3.907586 O        b'lemma:purr'
+3.892156 Gtype    b'-1:lemma:phtpg'
+3.890329 Gtype    b'lemma:ptac'
+3.850631 Gversion b'lemma:000913'
+3.838063 O        b'+1:lemma:pq'
+3.814358 Med      b'-1:lemma:ml'
+3.787653 Gtype    b'lemma:dfnr'
+3.771572 Temp     b'-1:lemma:sample'
+3.744540 Supp     b'+1:lemma:2'
+3.742952 Supp     b'+1:lemma:and'
+3.728733 Gversion b'lemma:u00096'
+3.728733 Gversion b'+1:lemma:.2'
+3.711200 O        b'-1:lemma:lb'
+3.705509 O        b'lemma:-'
+3.691676 Gtype    b'+1:lemma:flagtag'
+3.674793 Gversion b'lemma:.2'
+3.674793 Gversion b'-1:lemma:u00096'
+3.653013 Supp     b'lemma:nacl'
+3.643673 Phase    b'lemma:exponentially'
+3.585772 Technique b'+1:lemma:rna-seq'
+3.575806 O        b'postag:DT'
+3.570513 OD       b'-1:lemma:about'
+3.563376 Phase    b'+1:lemma:for'
+3.528626 O        b'-1:lemma:\xc2\xb0c'
+3.519471 Supp     b'-1:lemma:\xc2\xb5m'
+3.512500 Temp     b'lemma:\xc2\xb0c'
+3.492555 Med      b'lemma:L'
+3.492555 Med      b'+1:lemma:broth'
+3.475007 Phase    b'-1:lemma:until'
+3.468148 Anti     b'+1:lemma:antibody'
+3.443352 Gtype    b'+1:lemma:knock-out'
+3.428406 O        b'lemma:pt7'
+3.424672 O        b'lemma:delta'
+3.402918 Temp     b'-1:lemma:43'
+3.373540 OD       b'lemma:0.3'
+3.365163 O        b'+1:postag:VBP'
+3.352185 Gtype    b'lemma:\xce\xb4soxr'
+3.346484 O        b'-1:lemma:min'
+3.328874 O        b'lemma:affyexp'
+3.326810 Gtype    b'-1:lemma:ptrc'
+3.318952 Med      b'-1:lemma:LB'
+3.316906 Gtype    b'lemma:\xce\xb4oxyr'
+3.293421 O        b'lemma:Fur'
+3.287509 Gtype    b'lemma:soxs-8myc'
+3.287509 Gtype    b'lemma:soxr-8myc'
+3.284962 O        b'-1:lemma:one'
+3.281320 Supp     b'+1:lemma:_'
+3.258770 OD       b'lemma:0.35'
+3.241590 Med      b'+1:lemma:minimal'
+3.241148 Temp     b'lemma:37'
+3.196351 O        b'+1:postag:NNP'
+3.162352 Supp     b'lemma:leucine'
+3.132572 Supp     b'lemma:methanol'
+3.118836 Supp     b'+1:lemma:iptg'
+3.117955 O        b'lemma:Lrp'
+3.114567 O        b'-1:lemma:l1'
+3.104623 Technique b'-1:lemma:chip-exo'
+3.095609 Temp     b'lemma:43'
+3.070949 Gtype    b'lemma:purr-8myc'
+3.038562 O        b'lemma:chip-fnr'
+3.038302 Temp     b'-1:lemma:degree'
+2.983839 O        b'+1:lemma:0.2'
 
 
 Top negative:
-0.015104 Vess     b'+1:postag:IN'
-0.014949 OD       b'-1:lemma:to'
-0.014949 OD       b'-1:postag:TO'
-0.013481 O        b'+1:lemma:nitrate'
-0.012911 O        b'-1:lemma:mm'
-0.012853 O        b'-1:lemma:m63'
-0.012845 Phase    b'+1:lemma:aerobically'
-0.012531 Phase    b'+1:postag:RB'
-0.010531 OD       b'+1:lemma:coli'
-0.010197 Air      b'postag:-LRB-'
-0.007967 O        b'+1:lemma:mm'
-0.007668 Air      b'-1:postag:-LRB-'
-0.007530 O        b'+1:lemma:wt'
-0.007412 O        b'+1:lemma:for'
-0.006443 Med      b'-1:lemma:g/l'
-0.005977 Temp     b'-1:postag:NN'
-0.005028 OD       b'-1:lemma:growth'
-0.004138 Technique b'-1:postag:NN'
-0.003008 O        b'lemma:fresh'
-0.002709 O        b'+1:postag:SYM'
-0.002549 Supp     b'+1:lemma:deficient'
-0.002275 Technique b'+1:postag:-RRB-'
-0.002219 O        b'+1:lemma:_'
-0.001749 O        b'lemma:dpd'
-0.001500 Temp     b'postag:VB'
-0.001375 Gtype    b'lemma:cra-8myc-tagged'
-0.001375 Gtype    b'lemma:fur-8myc'
-0.000712 O        b'-1:postag:VBZ'
-0.000676 O        b'+1:lemma:minute'
-0.000589 Temp     b'+1:postag:NNS'
-0.000468 Supp     b'lemma:um'
-0.000451 Gtype    b'lemma:Combined'
-0.000451 Gtype    b'+1:lemma:input'
-0.000346 O        b'postag:VBZ'
-0.000331 Supp     b'-1:lemma:250'
-0.000251 O        b'lemma:-80'
-0.000219 Temp     b'-1:postag:NNS'
-0.000204 O        b'+1:lemma:total'
-0.000185 Air      b'+1:postag::'
-0.000154 O        b'-1:lemma:to'
-0.000154 O        b'-1:postag:TO'
-0.000148 Gversion b'-1:postag::'
-0.000078 O        b'+1:lemma:dpd'
-0.000049 Gtype    b'lemma:inducible'
-0.000049 Gtype    b'-1:lemma:carrying'
-0.000049 Gtype    b'+1:lemma:ptrc'
-0.000030 OD       b'+1:lemma:0.35'
-0.000027 Anti     b'+1:lemma:tag'
-0.000010 OD       b'lemma:mg1655'
-0.000009 OD       b'-1:lemma:k-12'
--0.000003 Gtype    b'+1:postag:NNS'
--0.000145 O        b'lemma:m63'
--0.000217 O        b'-1:lemma:um'
--0.000217 O        b'+1:lemma:paraquat'
--0.000321 Temp     b'-1:lemma:\xc2\xb0c'
--0.000324 Agit     b'postag:NN'
--0.000658 Gtype    b'+1:lemma:\xe2\x88\x86'
--0.000729 Air      b'-1:lemma:,'
--0.000729 Air      b'-1:postag:,'
--0.001373 Gtype    b'postag:CD'
--0.001602 Supp     b'+1:lemma:-rrb-'
--0.001692 Supp     b'+1:postag:-RRB-'
--0.002077 O        b'lemma:lb'
--0.002511 O        b'-1:lemma:,'
--0.002511 O        b'-1:postag:,'
--0.003565 OD       b'+1:postag:-LRB-'
--0.004827 O        b'-1:lemma:g/l'
--0.007036 Air      b'+1:lemma:25'
--0.007105 O        b'+1:lemma:rep1'
--0.007327 Supp     b'lemma:mm'
--0.008864 O        b'+1:lemma:c'
--0.009788 Air      b'-1:lemma:aerobically'
--0.011509 O        b'-1:postag:VBN'
--0.011813 O        b'+1:lemma:shake'
--0.014323 Air      b'lemma:25'
--0.017276 Air      b'+1:lemma:-lrb-'
--0.017627 O        b'+1:lemma:aerobically'
--0.018161 O        b'lemma:e.'
--0.020084 Med      b'-1:postag:CD'
--0.021369 O        b'lemma:glucose'
--0.023787 Gtype    b'-1:postag:NN'
--0.034266 OD       b'postag:JJ'
--0.035836 Med      b'postag:CD'
--0.043749 O        b'-1:lemma:o2'
--0.049597 Gtype    b'-1:postag:DT'
--0.050879 O        b'+1:lemma:300'
--0.051292 Phase    b'-1:postag:JJ'
--0.052811 Phase    b'-1:postag:NN'
--0.057812 O        b'-1:lemma:rifampicin'
--0.064533 O        b'-1:lemma:e.'
--0.067797 O        b'+1:lemma:until'
--0.076803 O        b'lemma:150'
--0.076803 O        b'+1:lemma:mg/ml'
--0.080714 O        b'+1:lemma:5'
--0.090840 Gversion b'+1:postag:NN'
--0.099773 OD       b'+1:postag:CD'
--0.103778 O        b'-1:lemma:-lrb-'
--0.104888 Anti     b'+1:postag:JJ'
--0.112142 Technique b'-1:lemma::'
--0.119753 Air      b'postag:CC'
--0.127293 O        b'-1:lemma:0.1'
--0.127394 O        b'+1:lemma:.'
--0.127394 O        b'+1:postag:.'
--0.129048 Air      b'-1:lemma:or'
--0.129819 O        b'-1:lemma:from'
--0.138472 O        b'-1:postag:IN'
--0.146711 Air      b'-1:postag:CC'
--0.147481 O        b'+1:lemma:-rrb-'
--0.155126 O        b'+1:lemma:antibody'
--0.155172 O        b'lemma:co2'
--0.168963 Gtype    b'-1:postag:CD'
--0.169956 O        b'+1:postag:NNS'
--0.174119 Supp     b'postag:CC'
--0.179294 O        b'-1:lemma:1'
--0.191426 O        b'+1:lemma:arginine'
--0.196031 O        b'-1:lemma:cra'
--0.199976 O        b'lemma:anaerobic'
--0.204578 O        b'lemma:30'
--0.224096 Med      b'-1:postag:NN'
--0.230003 Phase    b'+1:postag:NN'
--0.236956 O        b'+1:lemma:%'
--0.241481 O        b'-1:lemma:30'
--0.264234 Air      b'postag:CD'
--0.270046 O        b'lemma:\xce\xb4fur'
--0.280726 O        b'-1:lemma:ml'
--0.288044 O        b'-1:lemma:of'
--0.297076 Med      b'+1:postag:NN'
--0.299805 Med      b'+1:postag:IN'
--0.302610 Supp     b'+1:lemma:rifampicin'
--0.306596 O        b'-1:lemma:~'
--0.307778 O        b'-1:postag:-LRB-'
--0.310654 O        b'lemma:phase'
--0.311969 pH       b'postag:NN'
--0.315543 O        b'+1:lemma:0.3'
--0.318646 O        b'postag:VBP'
--0.335513 OD       b'+1:postag:NN'
--0.365484 Temp     b'postag:JJ'
--0.402954 O        b'lemma:dissolve'
--0.424513 O        b'lemma:20'
--0.429534 O        b'+1:postag:IN'
--0.437134 O        b'-1:lemma:grow'
--0.457631 Phase    b'-1:lemma:at'
--0.461721 Temp     b'+1:lemma:to'
--0.461721 Temp     b'+1:postag:TO'
--0.486817 Supp     b'-1:lemma:%'
--0.495015 O        b'lemma:0.3'
--0.505567 Temp     b'postag:NN'
--0.513730 O        b'lemma:od600'
--0.526067 O        b'+1:postag:-RRB-'
--0.537886 O        b'+1:postag:VBG'
--0.541924 O        b'-1:lemma:od600'
--0.549617 O        b'-1:lemma:rpob'
--0.561323 O        b'-1:lemma:0.2'
--0.568252 OD       b'lemma:-lrb-'
--0.568961 Technique b'-1:postag::'
--0.587228 O        b'-1:lemma:sample'
--0.604535 O        b'+1:lemma:fecl2'
--0.605395 O        b'-1:lemma:37'
--0.633419 O        b'lemma:anaerobically'
--0.640315 Air      b'-1:postag:JJ'
--0.646518 O        b'lemma:\xe2\x88\x86'
--0.700705 O        b'lemma:fecl2'
--0.713765 O        b'-1:postag::'
--0.750660 O        b'lemma:media'
--0.798765 O        b'+1:lemma:supplement'
--0.840866 O        b'-1:postag:VBG'
--0.867716 O        b'lemma:0.2'
--0.905677 O        b'+1:lemma:cell'
--0.915154 O        b'lemma:2h'
--0.915154 O        b'-1:lemma:additional'
--0.930586 Supp     b'+1:lemma:acetate'
--0.930611 O        b'lemma:37'
--0.940854 O        b'+1:lemma:g/l'
--0.942447 O        b'-1:lemma:co2'
--0.944499 O        b'lemma:of'
--0.951108 O        b'-1:lemma:dissolve'
--0.951108 O        b'+1:lemma:methanol'
--0.962496 O        b'+1:lemma:hour'
--0.976720 Phase    b'postag:JJ'
--0.983487 O        b'lemma:0.1'
--1.035888 O        b'-1:lemma:ompr'
--1.064088 O        b'+1:lemma:at'
--1.115638 OD       b'postag:-LRB-'
--1.121251 O        b'lemma:wt'
--1.195033 O        b'lemma:mid-log'
--1.218852 O        b'+1:lemma:+'
--1.237063 O        b'-1:lemma:IP'
--1.311143 O        b'-1:lemma:nsrr'
--1.325930 Anti     b'postag:NNP'
--1.428005 O        b'lemma:rifampicin'
--1.465722 Air      b'+1:postag:JJ'
--1.474845 Supp     b'postag:JJ'
--1.503128 O        b'lemma:methanol'
--1.517666 O        b'+1:lemma:in'
--1.685015 Air      b'postag:NN'
--2.153686 O        b'+1:lemma:2'
--2.261742 O        b'-1:lemma:2'
--2.412156 O        b'+1:lemma:1'
--4.073767 O        b'-1:lemma::'
--4.265465 O        b'-1:lemma:_'
+-0.001880 O        b'-1:lemma:20'
+-0.002666 O        b'lemma:k-12'
+-0.002968 O        b'+1:lemma:min'
+-0.003084 Med      b'lemma:-lrb-'
+-0.003121 Med      b'postag:-LRB-'
+-0.004653 O        b'-1:lemma:iptg'
+-0.004849 O        b'-1:lemma:at'
+-0.005085 O        b'+1:postag:CD'
+-0.007587 O        b'-1:lemma:cra'
+-0.010544 O        b'+1:lemma:95'
+-0.011683 O        b'lemma:m63'
+-0.012501 O        b'lemma:medium'
+-0.012898 OD       b'-1:postag:DT'
+-0.013161 O        b'+1:lemma:25'
+-0.013797 Gtype    b'postag::'
+-0.013997 Agit     b'-1:postag:NN'
+-0.014419 Anti     b'+1:postag:JJ'
+-0.015431 Supp     b'-1:postag:DT'
+-0.019000 O        b'-1:lemma:30'
+-0.019225 O        b'+1:lemma:shake'
+-0.020830 OD       b'-1:lemma:a'
+-0.025221 Air      b'-1:postag:NNP'
+-0.025592 Anti     b'postag:NN'
+-0.028086 Gtype    b'-1:lemma:,'
+-0.028086 Gtype    b'-1:postag:,'
+-0.031137 Gtype    b'-1:postag:JJ'
+-0.040614 O        b'-1:lemma:mm'
+-0.041284 O        b'+1:lemma:-rrb-'
+-0.042740 O        b'lemma:cell'
+-0.043305 Air      b'-1:postag:CC'
+-0.043495 O        b'+1:lemma:300'
+-0.051111 Med      b'-1:postag:NN'
+-0.055942 Phase    b'+1:postag:NN'
+-0.059007 O        b'-1:lemma:-lrb-'
+-0.059506 O        b'-1:lemma:until'
+-0.060593 O        b'lemma:purify'
+-0.062294 Med      b'-1:lemma:m63'
+-0.063502 Med      b'+1:postag:CC'
+-0.064443 Med      b'+1:postag:NNS'
+-0.065194 O        b'lemma:30'
+-0.067235 O        b'+1:lemma:antibody'
+-0.068873 O        b'+1:lemma:arginine'
+-0.074074 Anti     b'+1:lemma:anti-fur'
+-0.074512 Supp     b'-1:lemma:the'
+-0.075699 Agit     b'postag:NN'
+-0.076342 OD       b'postag:JJ'
+-0.081383 O        b'lemma:mg/ml'
+-0.081383 O        b'-1:lemma:150'
+-0.083167 O        b'+1:lemma:mm'
+-0.084553 OD       b'+1:postag:CD'
+-0.088239 O        b'+1:lemma:5'
+-0.092963 O        b'lemma:o2'
+-0.102549 O        b'+1:lemma:0.4'
+-0.103355 Air      b'-1:lemma:95'
+-0.106456 Supp     b'-1:postag:NNP'
+-0.108567 O        b'-1:lemma:of'
+-0.115119 Gversion b'-1:postag:NN'
+-0.120133 O        b'lemma:aerobically'
+-0.120470 Gtype    b'-1:postag:NN'
+-0.120546 O        b'+1:lemma:or'
+-0.120740 O        b'+1:lemma:culture'
+-0.127755 Supp     b'-1:postag:NN'
+-0.129556 Supp     b'-1:lemma:-'
+-0.133917 O        b'-1:postag:-LRB-'
+-0.134138 Supp     b'-1:postag:VBG'
+-0.138473 O        b'-1:lemma:fresh'
+-0.140719 O        b'-1:postag:IN'
+-0.142122 O        b'lemma:mg1655'
+-0.143719 OD       b'+1:lemma:0.4'
+-0.143799 O        b'lemma:grow'
+-0.148543 O        b'-1:lemma:with'
+-0.150394 Air      b'-1:lemma:or'
+-0.152699 Air      b'postag:CD'
+-0.159127 O        b'-1:lemma:o2'
+-0.164529 Anti     b'-1:postag:NN'
+-0.167167 Supp     b'+1:postag:IN'
+-0.171276 Technique b'-1:postag::'
+-0.171821 O        b'-1:lemma:n2'
+-0.176160 Gtype    b'+1:lemma:-'
+-0.194927 O        b'-1:lemma:IP'
+-0.195160 O        b'lemma:n2'
+-0.198789 Phase    b'lemma:pahse'
+-0.201995 O        b'lemma:e.'
+-0.205638 Supp     b'lemma:and'
+-0.207287 O        b'-1:lemma:from'
+-0.208015 O        b'lemma:minimal'
+-0.210261 Technique b'-1:lemma::'
+-0.212191 Med      b'+1:postag:IN'
+-0.217993 O        b'lemma:co2'
+-0.228390 O        b'-1:lemma:e.'
+-0.232055 O        b'-1:lemma:delta'
+-0.235967 O        b'lemma:anaerobic'
+-0.240188 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.252858 Air      b'+1:postag:NN'
+-0.253575 O        b'lemma:\xce\xb4fur'
+-0.255267 O        b'+1:lemma:until'
+-0.278004 OD       b'+1:lemma:and'
+-0.279260 Strain   b'postag:NN'
+-0.290950 Phase    b'+1:lemma:pahse'
+-0.303132 O        b'+1:postag:-RRB-'
+-0.303655 O        b'-1:lemma:0.1'
+-0.306332 O        b'lemma:lb'
+-0.321340 Strain   b'+1:postag:NN'
+-0.322047 O        b'-1:lemma:um'
+-0.322047 O        b'+1:lemma:paraquat'
+-0.322249 O        b'-1:postag:VBN'
+-0.349326 O        b'lemma:\xc2\xb0c'
+-0.361160 O        b'-1:lemma:od600'
+-0.367243 OD       b'+1:postag:CC'
+-0.370391 O        b'+1:postag:IN'
+-0.371202 O        b'+1:lemma:cell'
+-0.376309 Gtype    b'postag:CD'
+-0.379638 O        b'lemma:glucose'
+-0.391908 Med      b'postag:CD'
+-0.423766 Phase    b'-1:lemma:at'
+-0.429012 O        b'-1:lemma:rifampicin'
+-0.467242 O        b'lemma:phase'
+-0.467472 O        b'+1:lemma:phase'
+-0.475017 O        b'postag:RB'
+-0.477051 Temp     b'postag:NN'
+-0.488107 O        b'+1:lemma:.'
+-0.488107 O        b'+1:postag:.'
+-0.490917 pH       b'postag:NN'
+-0.497406 Supp     b'+1:lemma:rifampicin'
+-0.508914 OD       b'+1:postag:NN'
+-0.512657 O        b'+1:lemma:minimal'
+-0.519173 O        b'-1:lemma:0.2'
+-0.530979 O        b'lemma:od600'
+-0.533526 O        b'-1:lemma:ml'
+-0.543008 O        b'-1:lemma:grow'
+-0.578806 O        b'+1:lemma:\xc2\xb0c'
+-0.598896 O        b'+1:lemma:%'
+-0.630328 Anti     b'postag:NNP'
+-0.634341 O        b'+1:postag:NNS'
+-0.638897 O        b'lemma:anaerobically'
+-0.646464 Med      b'+1:postag:NN'
+-0.654278 O        b'lemma:dissolve'
+-0.657625 O        b'+1:lemma:0.3'
+-0.663655 O        b'-1:lemma:~'
+-0.667007 O        b'+1:lemma:c'
+-0.671527 OD       b'lemma:-lrb-'
+-0.695001 Supp     b'+1:lemma:acetate'
+-0.719232 Supp     b'+1:postag:VBN'
+-0.736651 OD       b'postag:-LRB-'
+-0.748690 O        b'lemma:150'
+-0.748690 O        b'+1:lemma:mg/ml'
+-0.748744 O        b'-1:lemma:mid-log'
+-0.757228 O        b'lemma:of'
+-0.765669 O        b'lemma:0.3'
+-0.775445 Phase    b'-1:postag:NN'
+-0.785838 O        b'+1:lemma:_'
+-0.836798 O        b'+1:lemma:+'
+-0.838706 O        b'lemma:media'
+-0.850667 Temp     b'+1:lemma:to'
+-0.850667 Temp     b'+1:postag:TO'
+-0.853884 O        b'lemma:20'
+-0.858396 O        b'+1:lemma:fecl2'
+-0.888463 O        b'-1:lemma:37'
+-0.889531 O        b'+1:postag:VBG'
+-0.894578 Supp     b'postag:CC'
+-0.921012 O        b'-1:lemma:sample'
+-0.924636 O        b'-1:lemma:rpob'
+-0.961486 O        b'-1:lemma:dissolve'
+-0.961486 O        b'+1:lemma:methanol'
+-0.968540 O        b'+1:lemma:g/l'
+-0.990992 O        b'-1:lemma:co2'
+-1.021480 Air      b'postag:NN'
+-1.067624 O        b'postag:VBP'
+-1.081123 O        b'lemma:37'
+-1.089911 O        b'lemma:0.2'
+-1.170615 O        b'-1:postag:VBG'
+-1.208578 Med      b'-1:postag:IN'
+-1.244210 O        b'lemma:dpd'
+-1.275258 Gversion b'+1:postag:NN'
+-1.294393 O        b'+1:lemma:in'
+-1.403685 O        b'-1:postag::'
+-1.414702 O        b'-1:lemma:nsrr'
+-1.415899 O        b'+1:lemma:supplement'
+-1.418323 O        b'lemma:fecl2'
+-1.446252 O        b'lemma:2h'
+-1.446252 O        b'-1:lemma:additional'
+-1.614291 Air      b'-1:postag:JJ'
+-1.668024 Phase    b'-1:postag:JJ'
+-1.735170 O        b'+1:lemma:at'
+-1.739701 Air      b'+1:postag:JJ'
+-1.761325 O        b'lemma:0.1'
+-1.911105 O        b'lemma:wt'
+-1.984681 O        b'-1:lemma:ompr'
+-1.985595 O        b'lemma:mid-log'
+-2.042857 Supp     b'postag:JJ'
+-2.130120 Supp     b'-1:lemma:%'
+-2.172496 O        b'+1:lemma:hour'
+-2.277278 O        b'lemma:rifampicin'
+-2.459658 O        b'-1:lemma:2'
+-2.504857 O        b'lemma:methanol'
+-2.599172 O        b'+1:lemma:2'
+-3.335267 O        b'+1:lemma:1'
+-4.632191 O        b'-1:lemma:_'
+-4.728214 Phase    b'postag:JJ'
+-5.510009 O        b'-1:lemma::'
 

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.12822074735920433, 'c2': 0.028255623123597452}
+best CV score:0.8237380408677073
+model size: 0.08M
+
+Flat F1: 0.8193415910917898
+             precision    recall  f1-score   support
+
+         OD      0.789     0.405     0.536        37
+         pH      1.000     1.000     1.000        12
+  Technique      1.000     0.909     0.952        22
+        Med      0.898     0.930     0.914        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.947     0.973        19
+        Air      0.810     0.758     0.783        62
+       Anti      1.000     0.667     0.800         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.927     0.840     0.881       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.883     0.669     0.762       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.889     0.771     0.819       480
+
+
+Top likely transitions:
+Agit   -> Agit    6.565409
+OD     -> OD      6.231734
+Temp   -> Temp    5.402921
+Med    -> Med     5.359382
+Anti   -> Anti    5.104770
+O      -> O       4.742896
+Air    -> Air     4.719911
+Supp   -> Supp    4.287498
+Phase  -> Phase   4.241142
+Gtype  -> Gtype   4.089050
+Gversion -> Gversion 4.032429
+Technique -> Technique 3.850995
+pH     -> pH      1.963947
+O      -> Supp    1.603550
+Air    -> O       1.398467
+O      -> Technique 1.240044
+Substrain -> Gtype   1.119453
+O      -> Gtype   0.875238
+Gtype  -> Supp    0.858295
+O      -> Temp    0.596269
+Phase  -> O       0.564175
+O      -> Anti    0.517085
+Med    -> O       0.386943
+Supp   -> O       0.353705
+O      -> Gversion 0.348096
+Temp   -> O       0.185839
+OD     -> Phase   0.161408
+Technique -> Air     0.128857
+O      -> pH      0.118475
+O      -> Strain  0.096954
+O      -> Med     0.052178
+Anti   -> O       0.009171
+O      -> Phase   0.000467
+O      -> OD      -0.005897
+Phase  -> Technique -0.012764
+Supp   -> Temp    -0.013683
+Technique -> Gtype   -0.021909
+Supp   -> OD      -0.033848
+Phase  -> Air     -0.069264
+Supp   -> Air     -0.090838
+Gtype  -> Technique -0.113048
+Gtype  -> Gversion -0.157086
+Gtype  -> Phase   -0.202957
+Technique -> pH      -0.208178
+Gtype  -> O       -0.210311
+OD     -> Gtype   -0.231184
+Air    -> Supp    -0.257429
+Technique -> OD      -0.285302
+Technique -> O       -0.341935
+Supp   -> Gversion -0.342115
+
+
+Top unlikely transitions:
+Air    -> O       1.398467
+O      -> Technique 1.240044
+Substrain -> Gtype   1.119453
+O      -> Gtype   0.875238
+Gtype  -> Supp    0.858295
+O      -> Temp    0.596269
+Phase  -> O       0.564175
+O      -> Anti    0.517085
+Med    -> O       0.386943
+Supp   -> O       0.353705
+O      -> Gversion 0.348096
+Temp   -> O       0.185839
+OD     -> Phase   0.161408
+Technique -> Air     0.128857
+O      -> pH      0.118475
+O      -> Strain  0.096954
+O      -> Med     0.052178
+Anti   -> O       0.009171
+O      -> Phase   0.000467
+O      -> OD      -0.005897
+Phase  -> Technique -0.012764
+Supp   -> Temp    -0.013683
+Technique -> Gtype   -0.021909
+Supp   -> OD      -0.033848
+Phase  -> Air     -0.069264
+Supp   -> Air     -0.090838
+Gtype  -> Technique -0.113048
+Gtype  -> Gversion -0.157086
+Gtype  -> Phase   -0.202957
+Technique -> pH      -0.208178
+Gtype  -> O       -0.210311
+OD     -> Gtype   -0.231184
+Air    -> Supp    -0.257429
+Technique -> OD      -0.285302
+Technique -> O       -0.341935
+Supp   -> Gversion -0.342115
+Gtype  -> Med     -0.344684
+Supp   -> Gtype   -0.358479
+Air    -> Temp    -0.449831
+OD     -> O       -0.500326
+Gtype  -> Anti    -0.517041
+Agit   -> O       -0.543034
+O      -> Air     -0.641599
+Phase  -> OD      -0.787199
+OD     -> Air     -0.831209
+Supp   -> Technique -0.892537
+Supp   -> Med     -0.914717
+Gtype  -> OD      -0.923871
+Substrain -> O       -0.971193
+Med    -> Supp    -1.319670
+
+
+Top positive:
+6.042889 O        b'lemma:1'
+5.378037 O        b'lemma:2'
+4.814602 O        b'word[:2]:re'
+4.742997 O        b'lemma:3'
+4.604194 Air      b'word[:2]:Ae'
+4.582747 O        b'-1:lemma:tag'
+4.358279 Technique b'word[:2]:Ch'
+4.152239 Air      b'lemma:anaerobic'
+4.066499 O        b'lemma:a'
+4.065258 O        b'lemma:_'
+4.065258 O        b'word[:1]:_'
+4.064588 O        b'postag:IN'
+3.716431 O        b'postag::'
+3.606992 Gtype    b'word[:2]:Fl'
+3.524792 Phase    b'lemma:mid-log'
+3.467339 Gtype    b'lemma:arca8myc'
+3.410721 O        b'lemma:with'
+3.368507 Phase    b'lemma:stationary'
+3.359342 Gtype    b'word[:1]:\xce\x94'
+3.271176 O        b'+1:lemma:od600'
+3.232433 Gtype    b'-1:lemma:\xe2\x88\x86'
+3.205920 Med      b'word[:2]:LB'
+3.145263 O        b'lemma:.'
+3.145263 O        b'postag:.'
+3.128776 Supp     b'+1:lemma:\xc2\xb5m'
+3.096928 O        b'-1:lemma:Aerobic'
+3.056649 O        b'word[:1]:S'
+3.049272 O        b'word[:2]:ge'
+2.996386 O        b'postag:VBN'
+2.992231 O        b'word[:2]:Rp'
+2.901111 Supp     b'lemma:Iron'
+2.901111 Supp     b'word[:2]:Ir'
+2.888425 Supp     b'lemma:arginine'
+2.815369 Supp     b'word[:1]:I'
+2.784841 Supp     b'lemma:nitrate'
+2.784841 Supp     b'word[:2]:ni'
+2.775372 Med      b'word[:1]:M'
+2.760314 Air      b'-1:lemma:ChIP-Seq'
+2.752516 Supp     b'-1:lemma:Cra'
+2.738888 O        b'lemma:delta'
+2.690700 Anti     b'+1:lemma:antibody'
+2.680938 Technique b'word[:2]:RN'
+2.640855 O        b'-1:lemma:0.3-0.35'
+2.630147 O        b'word[:2]:Cu'
+2.628890 O        b'word[:2]:Cr'
+2.628035 Supp     b'+1:lemma:1'
+2.611639 Air      b'word[:2]:An'
+2.563252 Supp     b'+1:lemma:2'
+2.537665 Gtype    b'word[:2]:cr'
+2.505368 Air      b'word[:1]:A'
+2.488531 O        b'word[:1]:G'
+2.467070 O        b'+1:postag:RB'
+2.451239 O        b'lemma:argr'
+2.433577 Gtype    b'lemma:flag-tag'
+2.433577 Gtype    b'-1:lemma:c-terminal'
+2.391502 O        b'word[:1]:B'
+2.376551 O        b'+1:lemma:pq'
+2.369827 O        b'lemma:-'
+2.356850 O        b'lemma:A'
+2.330843 O        b'postag:CC'
+2.301360 Med      b'word[:1]:L'
+2.282908 Gtype    b'word[:1]:d'
+2.281497 O        b'+1:lemma:mid-log'
+2.281275 O        b'+1:lemma:o.d.'
+2.274064 O        b'-1:lemma:glucose'
+2.272588 Gversion b'-1:lemma:nc'
+2.261134 Supp     b'lemma:pq'
+2.261134 Supp     b'word[:2]:PQ'
+2.254663 O        b'word[:2]:ch'
+2.242812 O        b'lemma:at'
+2.229584 O        b'-1:lemma:lb'
+2.216086 Gtype    b'-1:lemma:_'
+2.208080 O        b'-1:lemma:anaerobic'
+2.203650 Gtype    b'lemma:type'
+2.203650 Gtype    b'word[:2]:ty'
+2.188456 Med      b'lemma:MOPS'
+2.188456 Med      b'word[:2]:MO'
+2.154914 OD       b'word[:1]:O'
+2.150169 Supp     b'-1:lemma:+'
+2.148437 Supp     b'+1:lemma:hour'
+2.145965 O        b'lemma:purr'
+2.130562 Strain   b'lemma:k-12'
+2.130562 Strain   b'word[:2]:K-'
+2.128273 Gversion b'lemma:chip-seq'
+2.124653 Gversion b'lemma:asm584v2'
+2.124653 Gversion b'word[:2]:AS'
+2.114191 Supp     b'word[:2]:mg'
+2.079751 Gtype    b'lemma:wt'
+2.079618 Strain   b'word[:1]:K'
+2.074663 O        b'lemma:rpob'
+2.068933 OD       b'+1:lemma:stationary'
+2.065663 Gversion b'word[:2]:00'
+2.061985 O        b'lemma:b'
+2.056038 Temp     b'-1:lemma:sample'
+2.053114 Phase    b'word[:2]:st'
+2.043604 O        b'postag:DT'
+2.037822 O        b'word[:2]:Lr'
+2.022730 Gtype    b'lemma:nsrr'
+2.022730 Gtype    b'word[:2]:Ns'
+2.021608 Temp     b'-1:lemma:\xcf\x8332'
+2.002870 Gversion b'lemma:nc'
+2.002870 Gversion b'word[:2]:NC'
+1.998257 Supp     b'lemma:fructose'
+1.989806 OD       b'word[:2]:OD'
+1.984624 O        b'word[:2]:fo'
+1.983155 Med      b'+1:lemma:0.4'
+1.978931 Air      b'postag:RB'
+1.970422 O        b'lemma:\xcf\x8332'
+1.970422 O        b'word[:1]:\xcf\x83'
+1.970422 O        b'word[:2]:\xcf\x833'
+1.968991 Substrain b'lemma:mg1655'
+1.968991 Substrain b'word[:2]:MG'
+1.949696 O        b'lemma:Custom'
+1.942668 pH       b'lemma:ph5'
+1.942668 pH       b'+1:lemma:.5'
+1.942559 O        b'-1:lemma:type'
+1.939421 Gtype    b'word[:1]:W'
+1.927720 O        b'lemma:0.4'
+1.918769 Air      b'lemma:aerobic'
+1.911973 Supp     b'lemma:rifampicin'
+1.899971 Supp     b'word[:2]:ri'
+1.892762 O        b'-1:lemma:stpa'
+1.891369 Supp     b'word[:2]:gl'
+1.883496 Vess     b'lemma:flask'
+1.883496 Vess     b'-1:lemma:warm'
+1.883496 Vess     b'word[:2]:fl'
+1.866473 Gtype    b'+1:lemma:type'
+1.858048 Gtype    b'hGreek'
+1.846301 Substrain b'word[:1]:M'
+1.843289 Gtype    b'+1:lemma:flagtag'
+1.839432 Supp     b'-1:lemma:with'
+1.808519 Anti     b'word[:2]:an'
+1.796182 Supp     b'word[:2]:Fe'
+1.770222 Air      b'-1:lemma:co2'
+1.757419 O        b'+1:postag:NNP'
+1.756260 Supp     b'lemma:acetate'
+1.756125 Air      b'-1:lemma:phase'
+1.744786 Supp     b'word[:1]:2'
+1.742628 Temp     b'lemma:43'
+1.742628 Temp     b'word[:2]:43'
+1.737898 Technique b'lemma:ChIP-exo'
+1.733503 Gtype    b'lemma:fnr8myc'
+1.733503 Gtype    b'word[:2]:Fn'
+1.717668 O        b'+1:lemma:chip-seq'
+1.717668 O        b'word[:2]:In'
+1.711566 Supp     b'+1:lemma:_'
+1.706442 O        b'+1:lemma:anerobically'
+1.702869 Temp     b'-1:lemma:43'
+1.697874 O        b'word[:1]:E'
+1.679257 O        b'+1:lemma:nacl'
+1.676751 Temp     b'word[:1]:3'
+1.674101 Strain   b'+1:lemma:substr'
+1.668117 Gtype    b'+1:lemma::'
+1.662871 Gtype    b'-1:lemma:rpob'
+1.659272 Phase    b'+1:lemma:for'
+1.658740 Med      b'+1:lemma:-lrb-'
+1.653292 Supp     b'lemma:nacl'
+1.645217 Med      b'+1:postag:-LRB-'
+1.644387 Phase    b'-1:lemma:until'
+1.633923 Supp     b'word[:2]:0.'
+1.631245 O        b'word[:2]:Om'
+1.629217 O        b'-1:lemma:\xc2\xb0c'
+1.609945 O        b'lemma:antibody'
+1.602620 O        b'word[:2]:Pu'
+1.596753 Supp     b'word[:2]:ac'
+1.589715 Gtype    b'word[:2]:so'
+1.579402 Supp     b'+1:postag:CC'
+1.576836 Med      b'+1:lemma:supplement'
+1.575982 Gtype    b'-1:postag:VBG'
+1.572483 Supp     b'lemma:nh4cl'
+1.572483 Supp     b'word[:2]:NH'
+1.571642 Gtype    b'lemma:\xe2\x88\x86'
+1.571642 Gtype    b'word[:1]:\xe2\x88\x86'
+1.541168 Air      b'+1:lemma:at'
+1.539300 O        b'-1:lemma:dpd'
+1.538899 Technique b'lemma:rnaseq'
+1.524271 pH       b'+1:postag:CD'
+1.521425 O        b'lemma:oxyr'
+1.521425 O        b'word[:2]:Ox'
+1.520812 Supp     b'word[:1]:\xc2\xb5'
+1.518532 pH       b'lemma:.5'
+1.518532 pH       b'-1:lemma:ph5'
+1.518532 pH       b'word[:2]:.5'
+1.516502 O        b'+1:postag::'
+1.513634 Temp     b'+1:lemma:\xc2\xb0c'
+1.512169 Supp     b'+1:lemma:and'
+1.512098 Gtype    b'-1:lemma:ptac'
+1.512061 O        b'word[:1]:C'
+1.511111 Supp     b'word[:1]:1'
+1.508414 O        b'postag:VBG'
+1.489242 Med      b'postag:NNP'
+1.476047 O        b'-1:lemma:0.3'
+1.472256 Air      b'word[:2]:an'
+1.471863 Air      b'-1:lemma:_'
+1.463959 O        b'word[:1]:c'
+1.460284 O        b'lemma:for'
+1.457885 Gtype    b'+1:lemma:with'
+1.450344 Gversion b'word[:2]:Ch'
+1.449241 O        b'word[:2]:or'
+1.445626 Gversion b'lemma:.2'
+
+
+Top negative:
+-0.086688 Air      b'symb'
+-0.087278 O        b'+1:postag:JJ'
+-0.088979 O        b'lemma:0.1'
+-0.090012 Gtype    b'lemma:,'
+-0.090012 Gtype    b'postag:,'
+-0.090760 O        b'word[:1]:M'
+-0.091539 O        b'-1:lemma:g/l'
+-0.092936 Gtype    b'word[:1]:,'
+-0.093150 O        b'word[:1]:p'
+-0.094182 Phase    b'-1:postag:JJ'
+-0.096715 O        b'lemma:e.'
+-0.096913 O        b'-1:postag:IN'
+-0.097475 Gtype    b'-1:lemma:mg1655'
+-0.097915 Gtype    b'+1:lemma:cra'
+-0.098266 Supp     b'-1:postag:NN'
+-0.099523 Gtype    b'+1:lemma:-rrb-'
+-0.101642 OD       b'+1:lemma:0.4'
+-0.103503 Gversion b'-1:postag:NN'
+-0.104284 Technique b'-1:lemma::'
+-0.107474 Air      b'-1:postag:CC'
+-0.107802 Supp     b'+1:lemma:dpd'
+-0.109425 O        b'lemma:k-12'
+-0.109425 O        b'word[:2]:K-'
+-0.109862 Gtype    b'-1:postag:SYM'
+-0.110589 O        b'-1:lemma:n2'
+-0.116375 Med      b'postag:NN'
+-0.118693 O        b'lemma:o2'
+-0.118693 O        b'word[:2]:O2'
+-0.124126 O        b'word[:1]:g'
+-0.128725 O        b'-1:lemma:e.'
+-0.131057 O        b'-1:postag:VBN'
+-0.134797 Supp     b'-1:postag:NNP'
+-0.134945 Vess     b'hUpper'
+-0.134945 Vess     b'hLower'
+-0.141446 O        b'lemma:\xc2\xb0c'
+-0.141446 O        b'word[:1]:\xc2\xb0'
+-0.141446 O        b'word[:2]:\xc2\xb0C'
+-0.148538 O        b'-1:lemma:mm'
+-0.150981 O        b'word[:2]:cr'
+-0.154676 OD       b'postag:IN'
+-0.155036 O        b'word[:2]:LB'
+-0.160269 O        b'-1:lemma:o2'
+-0.172623 O        b'word[:2]:20'
+-0.179442 O        b'+1:lemma:fecl2'
+-0.180162 O        b'+1:lemma:or'
+-0.181662 Supp     b'-1:postag:VBG'
+-0.183004 Air      b'postag:CC'
+-0.184330 O        b'+1:lemma:_'
+-0.190642 Gtype    b'+1:postag:CD'
+-0.193285 Phase    b'-1:lemma:at'
+-0.196188 O        b'lemma:od600'
+-0.197981 O        b'-1:postag:-LRB-'
+-0.201396 pH       b'postag:NN'
+-0.204068 O        b'lemma:co2'
+-0.204068 O        b'word[:2]:CO'
+-0.204520 Supp     b'+1:lemma:acetate'
+-0.206835 O        b'+1:lemma:delta'
+-0.210712 O        b'word[:2]:gl'
+-0.213914 O        b'-1:lemma:0.2'
+-0.219505 O        b'+1:lemma:300'
+-0.223188 O        b'word[:2]:de'
+-0.223436 Gtype    b'-1:postag:NN'
+-0.224373 O        b'-1:lemma:the'
+-0.225222 OD       b'postag:-LRB-'
+-0.225222 OD       b'word[:2]:-L'
+-0.226307 OD       b'lemma:-lrb-'
+-0.227748 O        b'+1:lemma:dissolve'
+-0.230155 Med      b'+1:postag:NN'
+-0.234353 Air      b'-1:lemma:or'
+-0.235996 Gtype    b'word[:1]:A'
+-0.238857 Gtype    b'+1:lemma:-lrb-'
+-0.240915 O        b'+1:lemma:-lcb-'
+-0.245779 O        b'+1:lemma:%'
+-0.254436 O        b'+1:lemma:.'
+-0.254436 O        b'+1:postag:.'
+-0.256154 O        b'-1:lemma:od600'
+-0.258786 Supp     b'lemma:2'
+-0.267133 O        b'lemma:dpd'
+-0.267133 O        b'word[:2]:DP'
+-0.268311 Temp     b'-1:lemma:\xc2\xb0c'
+-0.268819 O        b'lemma:dissolve'
+-0.269284 O        b'+1:lemma:minimal'
+-0.273587 O        b'-1:lemma:um'
+-0.273587 O        b'+1:lemma:paraquat'
+-0.283755 O        b'+1:lemma:until'
+-0.290161 O        b'word[:2]:30'
+-0.295390 Supp     b'+1:postag:VBN'
+-0.301685 Anti     b'+1:lemma:anti-fur'
+-0.310527 Med      b'-1:postag:NN'
+-0.313589 O        b'+1:lemma:arginine'
+-0.329477 Temp     b'postag:NN'
+-0.330016 Gtype    b'word[:1]:g'
+-0.331259 O        b'lemma:150'
+-0.331259 O        b'+1:lemma:mg/ml'
+-0.331259 O        b'word[:2]:15'
+-0.343722 O        b'+1:lemma:antibody'
+-0.345190 O        b'+1:lemma:rep1'
+-0.346985 O        b'word[:2]:mg'
+-0.352336 O        b'-1:lemma:until'
+-0.352901 O        b'lemma:\xe2\x88\x86'
+-0.352901 O        b'word[:1]:\xe2\x88\x86'
+-0.368005 OD       b'+1:postag:CD'
+-0.374288 O        b'word[:2]:OD'
+-0.379040 Technique b'-1:postag::'
+-0.379664 O        b'word[:1]:K'
+-0.381633 Gtype    b'-1:lemma:,'
+-0.381633 Gtype    b'-1:postag:,'
+-0.382431 O        b'+1:postag:CD'
+-0.395128 O        b'lemma:of'
+-0.395128 O        b'word[:2]:of'
+-0.403132 O        b'+1:lemma:-rrb-'
+-0.408197 O        b'-1:lemma:1'
+-0.409223 Agit     b'symb'
+-0.412681 O        b'+1:lemma:c'
+-0.421053 O        b'word[:2]:me'
+-0.422060 O        b'lemma:2h'
+-0.422060 O        b'-1:lemma:additional'
+-0.422060 O        b'word[:2]:2h'
+-0.432550 O        b'+1:lemma:\xc2\xb0c'
+-0.442411 O        b'-1:lemma:ml'
+-0.474987 O        b'lemma:20'
+-0.493548 Agit     b'hUpper'
+-0.493548 Agit     b'hLower'
+-0.497447 O        b'-1:lemma:grow'
+-0.508442 O        b'+1:postag:-RRB-'
+-0.511400 O        b'lemma:anaerobic'
+-0.515457 O        b'lemma:37'
+-0.515457 O        b'word[:2]:37'
+-0.516266 Anti     b'+1:postag:JJ'
+-0.527188 Supp     b'+1:lemma:rifampicin'
+-0.529171 O        b'lemma:anaerobically'
+-0.542987 O        b'word[:2]:ce'
+-0.545817 O        b'word[:2]:Fe'
+-0.550246 OD       b'+1:postag:NN'
+-0.555017 O        b'-1:lemma:\xe2\x88\x86'
+-0.585692 O        b'word[:2]:ri'
+-0.590663 O        b'+1:lemma:cell'
+-0.598318 O        b'word[:1]:F'
+-0.602384 Temp     b'+1:lemma:to'
+-0.602384 Temp     b'+1:postag:TO'
+-0.630497 O        b'-1:lemma:ompr'
+-0.651154 O        b'+1:postag:IN'
+-0.657357 Air      b'+1:postag:JJ'
+-0.662332 O        b'+1:postag:NNS'
+-0.671056 O        b'-1:lemma:cra'
+-0.677411 O        b'postag:RB'
+-0.683285 O        b'postag:VBP'
+-0.704946 Anti     b'postag:NNP'
+-0.717280 Med      b'+1:postag:IN'
+-0.747461 Phase    b'hUpper'
+-0.747461 Phase    b'hLower'
+-0.771466 Supp     b'postag:CD'
+-0.774933 O        b'word[:1]:N'
+-0.784937 Med      b'symb'
+-0.797919 O        b'word[:2]:0.'
+-0.823981 O        b'word[:1]:d'
+-0.834163 O        b'lemma:methanol'
+-0.845016 Supp     b'word[:2]:an'
+-0.863890 Temp     b'hGreek'
+-0.887768 O        b'+1:lemma:supplement'
+-0.891809 O        b'lemma:mid-log'
+-0.932608 O        b'-1:lemma:dissolve'
+-0.932608 O        b'+1:lemma:methanol'
+-0.938549 Supp     b'-1:lemma:%'
+-0.941138 O        b'+1:lemma:at'
+-0.941437 O        b'+1:postag:VBG'
+-0.966149 O        b'-1:lemma:IP'
+-0.967650 O        b'lemma:rifampicin'
+-0.971114 O        b'word[:1]:0'
+-1.027819 Supp     b'word[:1]:C'
+-1.038642 O        b'-1:lemma:co2'
+-1.053342 O        b'-1:lemma:sample'
+-1.074523 O        b'-1:lemma:37'
+-1.082863 O        b'lemma:wt'
+-1.085639 O        b'word[:1]:\xce\x94'
+-1.088972 O        b'+1:lemma:+'
+-1.101307 O        b'-1:lemma:rpob'
+-1.101534 Gtype    b'lemma:delta'
+-1.131224 O        b'-1:postag:VBG'
+-1.200680 O        b'+1:lemma:g/l'
+-1.209964 O        b'-1:lemma:nsrr'
+-1.223269 Gtype    b'word[:1]:C'
+-1.236557 Air      b'-1:postag:JJ'
+-1.342495 O        b'+1:lemma:in'
+-1.418170 Air      b'postag:NN'
+-1.475103 Technique b'postag:NN'
+-1.489457 Supp     b'postag:JJ'
+-1.565345 Phase    b'postag:JJ'
+-1.566076 O        b'word[:1]:P'
+-1.602127 Supp     b'hGreek'
+-1.627987 O        b'+1:lemma:hour'
+-1.632857 O        b'-1:postag::'
+-1.709919 O        b'word[:2]:Ch'
+-1.721470 Supp     b'symb'
+-2.064654 O        b'+1:lemma:2'
+-2.235497 O        b'-1:lemma:2'
+-2.286957 OD       b'word[:1]:-'
+-2.535031 O        b'+1:lemma:1'
+-3.735809 O        b'-1:lemma:_'
+-3.940448 O        b'-1:lemma::'
+

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.016463867524667154, 'c2': 0.009787977090088149}
+best CV score:0.8002661257453753
+model size: 0.09M
+
+Flat F1: 0.7993777341659613
+             precision    recall  f1-score   support
+
+         OD      1.000     0.405     0.577        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.812     0.912     0.860        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.947     0.973        19
+        Air      0.754     0.742     0.748        62
+       Anti      1.000     0.667     0.800         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.865     0.783     0.822       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.877     0.684     0.769       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.870     0.758     0.799       480
+
+
+Top likely transitions:
+Agit   -> Agit    6.618554
+OD     -> OD      6.046990
+Med    -> Med     5.731787
+Anti   -> Anti    5.560967
+Temp   -> Temp    5.475319
+O      -> O       5.246611
+Air    -> Air     5.069288
+Gversion -> Gversion 4.782679
+Phase  -> Phase   4.419771
+Gtype  -> Gtype   4.416987
+Supp   -> Supp    4.342876
+Technique -> Technique 3.476989
+pH     -> pH      2.858102
+Substrain -> Gtype   1.991185
+O      -> Supp    1.682496
+O      -> Technique 1.282752
+Gtype  -> Supp    1.102213
+O      -> Temp    1.095977
+O      -> Gtype   1.088815
+Technique -> Air     0.953696
+Air    -> O       0.896546
+Gtype  -> pH      0.886031
+O      -> Anti    0.734178
+O      -> Strain  0.608646
+Gtype  -> Air     0.454671
+O      -> Gversion 0.272689
+O      -> Vess    0.158893
+O      -> pH      0.140174
+Med    -> O       0.029214
+Phase  -> O       0.002020
+O      -> Agit    -0.000006
+Anti   -> Med     -0.000156
+Gversion -> Temp    -0.000292
+Temp   -> O       -0.000334
+Gtype  -> Substrain -0.000924
+Agit   -> OD      -0.002021
+Strain -> Supp    -0.005596
+Temp   -> OD      -0.020991
+O      -> Phase   -0.034932
+Med    -> Technique -0.051093
+Med    -> Gtype   -0.075674
+Gtype  -> Temp    -0.095825
+Gversion -> Gtype   -0.096016
+OD     -> Phase   -0.103930
+Air    -> Technique -0.110545
+Gversion -> Technique -0.112689
+Phase  -> Temp    -0.112941
+O      -> Med     -0.122397
+Gversion -> OD      -0.151378
+OD     -> Anti    -0.154828
+
+
+Top unlikely transitions:
+Gtype  -> O       -0.318325
+Phase  -> pH      -0.345234
+Air    -> Gtype   -0.347582
+Phase  -> Air     -0.350325
+Supp   -> O       -0.358385
+Phase  -> Gtype   -0.365635
+Gversion -> Air     -0.381458
+Technique -> O       -0.390564
+Phase  -> Med     -0.406160
+Phase  -> Supp    -0.460254
+Technique -> Supp    -0.517689
+Med    -> Air     -0.551360
+Anti   -> Gtype   -0.565812
+Gtype  -> Technique -0.566337
+Air    -> Phase   -0.631229
+OD     -> Supp    -0.647555
+Air    -> Temp    -0.656794
+Supp   -> Gversion -0.715756
+Supp   -> Phase   -0.716453
+Gtype  -> Gversion -0.757530
+OD     -> Temp    -0.788537
+Gtype  -> Phase   -0.824421
+Supp   -> Gtype   -0.884540
+Supp   -> OD      -0.900562
+Supp   -> Anti    -0.903053
+Phase  -> Technique -0.906097
+Anti   -> OD      -0.909132
+O      -> Air     -0.914911
+Agit   -> O       -0.935018
+Gtype  -> Med     -0.944769
+OD     -> Gtype   -0.960373
+OD     -> Air     -0.960499
+Supp   -> Temp    -0.978389
+OD     -> Med     -1.056468
+Supp   -> Technique -1.067708
+Supp   -> Air     -1.075407
+Temp   -> Med     -1.177952
+Air    -> Med     -1.190708
+Air    -> Supp    -1.204177
+OD     -> O       -1.212915
+Gtype  -> Anti    -1.370912
+Gtype  -> OD      -1.436838
+Air    -> OD      -1.503021
+Technique -> pH      -1.506307
+Technique -> Gtype   -1.536980
+Substrain -> O       -1.668439
+Technique -> OD      -1.715161
+Supp   -> Med     -1.733906
+Med    -> Supp    -2.443927
+Phase  -> OD      -3.131759
+
+
+Top positive:
+9.305065 O        b'lemma:_'
+8.732993 Phase    b'lemma:stationary'
+7.760917 O        b'lemma:1'
+7.168896 Supp     b'lemma:Iron'
+7.028020 Phase    b'lemma:mid-log'
+6.779175 Air      b'lemma:aerobic'
+6.665098 O        b'lemma:2'
+6.423370 O        b'lemma:rpob'
+6.362007 Technique b'lemma:chipseq'
+6.331838 Air      b'lemma:anaerobic'
+6.325395 Strain   b'lemma:k-12'
+6.235497 Technique b'lemma:ChIP-exo'
+6.089690 O        b'lemma:3'
+5.978696 O        b'-1:lemma:tag'
+5.761282 Supp     b'lemma:pq'
+5.719069 Air      b'-1:lemma:ChIP-Seq'
+5.577060 O        b'lemma:Cra'
+5.510085 O        b'lemma:rep1'
+5.467485 Med      b'lemma:MOPS'
+5.467177 Gtype    b'lemma:flag-tag'
+5.467177 Gtype    b'-1:lemma:c-terminal'
+5.453183 O        b'lemma:rep2'
+5.426293 Gtype    b'lemma:\xce\xb4cra'
+5.397017 Gversion b'lemma:asm584v2'
+5.390386 Supp     b'lemma:nitrate'
+5.341842 Supp     b'lemma:nh4cl'
+5.337281 Gtype    b'lemma:arca8myc'
+5.304554 O        b'lemma:rep3'
+5.196226 Supp     b'lemma:glucose'
+5.117424 Substrain b'lemma:mg1655'
+5.026581 Air      b'lemma:Aerobic'
+4.803005 Med      b'lemma:lb'
+4.772452 Gtype    b'lemma:wt'
+4.771894 Supp     b'lemma:acetate'
+4.766600 Supp     b'lemma:no3'
+4.729731 Gtype    b'lemma:delta-arca'
+4.713097 Technique b'lemma:rna-seq'
+4.682193 O        b'lemma:b'
+4.655495 O        b'-1:lemma:ChIP-exo'
+4.654042 O        b'lemma:Custom'
+4.608813 O        b'lemma:\xcf\x8332'
+4.600330 Med      b'lemma:LB'
+4.589780 Anti     b'lemma:none'
+4.569387 O        b'-1:lemma:Aerobic'
+4.552809 Supp     b'lemma:Fe'
+4.549722 Gtype    b'lemma:fnr8myc'
+4.469111 O        b'lemma:a'
+4.442862 Supp     b'+1:lemma:\xc2\xb5m'
+4.411648 Anti     b'lemma:seqa'
+4.399167 Technique b'lemma:chip-seq'
+4.385270 O        b'lemma:with'
+4.372699 O        b'-1:lemma:0.3-0.35'
+4.269887 Supp     b'+1:lemma:Deficient'
+4.261397 Supp     b'lemma:fructose'
+4.249331 O        b'lemma:.'
+4.249331 O        b'postag:.'
+4.242020 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.234560 Supp     b'lemma:rifampicin'
+4.204294 Supp     b'-1:lemma:Cra'
+4.144998 Technique b'lemma:rnaseq'
+4.131518 O        b'-1:lemma:glucose'
+4.112814 O        b'lemma:CEL'
+4.104546 Gtype    b'lemma:delta-fnr'
+4.079795 Supp     b'+1:lemma:1'
+4.079552 O        b'postag::'
+4.058149 Gversion b'lemma:chip-seq'
+4.037325 O        b'lemma:for'
+4.034489 Supp     b'lemma:dpd'
+4.010338 Strain   b'+1:lemma:substr'
+3.921894 Supp     b'lemma:arginine'
+3.871845 Med      b'lemma:m63'
+3.869832 O        b'lemma:-'
+3.804951 OD       b'lemma:od450'
+3.804811 OD       b'lemma:od600'
+3.798413 Gtype    b'+1:lemma:type'
+3.780914 Supp     b'+1:lemma:2'
+3.777061 O        b'lemma:oxyr'
+3.772675 Gtype    b'lemma:nsrr'
+3.768154 O        b'postag:IN'
+3.745620 O        b'-1:lemma:0.3'
+3.739942 O        b'-1:lemma:lb'
+3.716105 O        b'+1:postag:RB'
+3.704808 O        b'lemma:ompr'
+3.699123 Gtype    b'lemma:\xce\xb4fur'
+3.679821 O        b'-1:lemma:anaerobic'
+3.674972 Gtype    b'lemma:WT'
+3.633705 Med      b'+1:lemma:0.4'
+3.613670 O        b'lemma:chip-arca'
+3.584593 Anti     b'lemma:anti-myc'
+3.583514 Gtype    b'+1:lemma:with'
+3.582395 Gtype    b'lemma:type'
+3.580941 Gversion b'lemma:nc'
+3.569260 Vess     b'lemma:flask'
+3.569260 Vess     b'-1:lemma:warm'
+3.558952 Gtype    b'lemma:\xce\xb4soxs'
+3.551122 O        b'+1:lemma:od600'
+3.521427 OD       b'+1:lemma:stationary'
+3.499509 Gtype    b'lemma:\xe2\x88\x86'
+3.497229 O        b'lemma:s'
+3.444243 O        b'lemma:affyexp'
+3.441867 O        b'lemma:at'
+3.432521 O        b'lemma:argr'
+3.430692 O        b'lemma:2-3'
+3.429569 O        b'lemma:or'
+3.420226 pH       b'lemma:ph5'
+3.420226 pH       b'+1:lemma:.5'
+3.329303 Supp     b'+1:lemma:_'
+3.325338 Air      b'lemma:anerobically'
+3.313930 Phase    b'+1:lemma:for'
+3.313428 Air      b'lemma:Anaerobic'
+3.306548 Gtype    b'lemma:\xce\xb4ompr'
+3.295126 Gversion b'lemma:u00096'
+3.295126 Gversion b'+1:lemma:.2'
+3.293291 O        b'lemma:purr'
+3.280062 O        b'postag:VBN'
+3.276907 Med      b'+1:lemma:minimal'
+3.266429 Gversion b'lemma:.2'
+3.266429 Gversion b'-1:lemma:u00096'
+3.204837 Technique b'lemma:ChIP-Seq'
+3.195028 Supp     b'lemma:Leu'
+3.194814 Air      b'postag:RB'
+3.190453 Gtype    b'lemma:wild-type'
+3.189580 Gversion b'lemma:000913'
+3.165016 O        b'+1:lemma:o.d.'
+3.164940 O        b'-1:lemma:stpa'
+3.152706 Gtype    b'-1:lemma:ptac'
+3.148350 Supp     b'-1:lemma:+'
+3.129438 Gversion b'-1:lemma:nc'
+3.118509 Supp     b'lemma:nacl'
+3.114692 O        b'lemma:Lrp'
+3.092621 Supp     b'lemma:Adenine'
+3.091939 O        b'lemma:soxs'
+3.091939 O        b'lemma:soxr'
+3.077192 O        b'-1:lemma:type'
+3.075201 Gtype    b'lemma:pk4854'
+3.057817 Med      b'+1:lemma:2.0'
+3.055002 Gtype    b'lemma:deltaseqa'
+3.055002 Gtype    b'-1:lemma:old'
+3.024702 Temp     b'lemma:\xc2\xb0c'
+3.023864 Gtype    b'lemma:\xce\xb4soxr'
+3.009504 Technique b'-1:lemma:chip-exo'
+2.999113 O        b'+1:lemma:chip-seq'
+2.997979 Gtype    b'lemma:\xce\xb4oxyr'
+2.994098 O        b'+1:lemma:pq'
+2.988197 Technique b'-1:lemma:IP'
+2.978971 Gtype    b'+1:lemma:flagtag'
+2.950109 Gtype    b'+1:lemma:pq'
+2.932317 O        b'lemma:Fur'
+2.930678 Temp     b'lemma:43'
+2.927639 Supp     b'+1:lemma:hour'
+2.912329 Technique b'-1:lemma:input'
+2.909510 Gtype    b'lemma:ptac'
+2.890332 O        b'+1:lemma:mid-log'
+2.887693 Anti     b'+1:lemma:antibody'
+2.861197 Phase    b'-1:lemma:until'
+2.834560 O        b'lemma:pt7'
+2.813666 Temp     b'-1:lemma:43'
+2.812461 Med      b'-1:lemma:LB'
+2.807067 O        b'+1:lemma:anti-fur'
+2.805769 Med      b'lemma:glucose'
+2.792580 Med      b'postag:NNP'
+2.791499 Substrain b'+1:lemma:phtpg'
+2.780205 Anti     b'lemma:anti-rpos'
+2.775436 O        b'lemma:chip'
+2.773005 Air      b'lemma:anaerobically'
+2.745128 Technique b'+1:lemma:chip-exo'
+2.707884 Temp     b'-1:lemma:37'
+2.695840 Gtype    b'-1:lemma:rpob'
+2.695400 O        b'lemma:A'
+2.688169 Gtype    b'+1:lemma:aerobic'
+2.675347 O        b'-1:lemma:media'
+2.666679 Gversion b'lemma:_'
+2.657459 O        b'lemma:chip-fnr'
+2.651315 O        b'+1:lemma:sparging'
+2.632748 Air      b'-1:lemma:-'
+2.627781 Med      b'-1:lemma:ml'
+2.615678 Temp     b'lemma:37'
+2.605568 Supp     b'lemma:iptg'
+2.594624 O        b'postag:SYM'
+2.562170 Med      b'lemma:L'
+2.562170 Med      b'+1:lemma:broth'
+2.557929 Air      b'-1:lemma:anerobically'
+2.557567 Supp     b'lemma:methanol'
+2.541889 Air      b'+1:lemma:at'
+2.532330 pH       b'lemma:.5'
+2.532330 pH       b'-1:lemma:ph5'
+2.504689 Gtype    b'lemma:dfnr'
+2.502393 Supp     b'lemma:leucine'
+2.498877 O        b'+1:postag:NNP'
+2.497838 O        b'lemma:culture'
+2.494675 Supp     b'+1:lemma:leucine'
+2.484413 Med      b'+1:lemma:-lrb-'
+2.481062 Technique b'postag:NNP'
+2.479247 O        b'lemma:genotype/variation'
+2.478491 O        b'lemma:delta'
+2.475426 Gtype    b'lemma:soxs-8myc'
+2.475426 Gtype    b'lemma:soxr-8myc'
+2.462314 Temp     b'-1:lemma:\xcf\x8332'
+2.420303 O        b'-1:lemma:min'
+2.407878 O        b'-1:lemma:\xc2\xb0c'
+
+
+Top negative:
+-0.078472 Gtype    b'-1:lemma:,'
+-0.078472 Gtype    b'-1:postag:,'
+-0.082841 Gtype    b'+1:lemma:cra'
+-0.082999 O        b'-1:postag:IN'
+-0.084148 O        b'+1:lemma:sample'
+-0.086745 Air      b'-1:lemma:-rrb-'
+-0.089656 O        b'-1:lemma:delta'
+-0.090120 Supp     b'+1:lemma:glucose'
+-0.094631 Med      b'+1:lemma:media'
+-0.096766 OD       b'+1:postag:CD'
+-0.101591 Anti     b'+1:postag:JJ'
+-0.105414 Air      b'postag:CD'
+-0.106119 O        b'+1:lemma:5'
+-0.106327 O        b'lemma:glucose'
+-0.106774 O        b'-1:lemma:300'
+-0.110381 O        b'+1:lemma:strain'
+-0.115429 OD       b'+1:lemma:mid-log'
+-0.116504 O        b'-1:lemma:o2'
+-0.116849 O        b'lemma:8'
+-0.117115 Air      b'-1:postag:-RRB-'
+-0.131943 O        b'-1:postag:VBP'
+-0.140837 O        b'+1:lemma:-rrb-'
+-0.145581 O        b'lemma:o2'
+-0.145602 Med      b'-1:postag:NN'
+-0.148797 Gtype    b'+1:lemma:a'
+-0.149824 O        b'+1:lemma:antibody'
+-0.155765 OD       b'+1:lemma:0.4'
+-0.160857 O        b'-1:lemma:Fe'
+-0.165249 Supp     b'-1:postag:NN'
+-0.176258 O        b'lemma:n2'
+-0.179426 Gtype    b'-1:postag:DT'
+-0.190182 O        b'lemma:nacl'
+-0.190914 O        b'lemma:paraquat'
+-0.199978 O        b'-1:lemma:affinity'
+-0.202133 Phase    b'lemma:pahse'
+-0.206981 O        b'-1:lemma:-lrb-'
+-0.209922 O        b'-1:lemma:purify'
+-0.212225 O        b'-1:lemma:e.'
+-0.214834 Phase    b'-1:lemma:at'
+-0.215972 O        b'lemma:grow'
+-0.220853 O        b'+1:postag:-RRB-'
+-0.233967 O        b'+1:lemma:0.4'
+-0.234246 O        b'lemma:m63'
+-0.234336 O        b'+1:lemma:delta'
+-0.236935 O        b'-1:lemma:iptg'
+-0.237356 Supp     b'-1:lemma:-'
+-0.238564 Temp     b'-1:postag:IN'
+-0.241298 O        b'lemma:lb'
+-0.252180 Air      b'-1:lemma:or'
+-0.259409 Gtype    b'-1:postag:CD'
+-0.263557 Gtype    b'postag:CD'
+-0.263957 O        b'lemma:e.'
+-0.273851 O        b'+1:lemma:-lcb-'
+-0.277750 Supp     b'-1:lemma:and'
+-0.279144 O        b'-1:lemma:um'
+-0.279144 O        b'+1:lemma:paraquat'
+-0.282397 O        b'-1:postag:-LRB-'
+-0.283298 Supp     b'+1:postag:IN'
+-0.287914 Gtype    b'+1:postag:NNS'
+-0.295366 O        b'lemma:co2'
+-0.297637 Med      b'+1:postag:NNS'
+-0.299889 Med      b'-1:lemma:MOPS'
+-0.302541 O        b'lemma:aerobically'
+-0.306345 Supp     b'lemma:and'
+-0.309099 O        b'-1:lemma:n2'
+-0.312324 Gversion b'+1:postag:NN'
+-0.315967 O        b'-1:lemma:g/l'
+-0.323765 O        b'+1:lemma:or'
+-0.331216 O        b'-1:lemma:20'
+-0.334167 O        b'-1:lemma:30'
+-0.344013 O        b'+1:lemma:cell'
+-0.344949 O        b'postag:RB'
+-0.346100 O        b'lemma:of'
+-0.352206 Temp     b'-1:lemma:\xc2\xb0c'
+-0.355150 OD       b'postag:JJ'
+-0.358507 O        b'+1:lemma:from'
+-0.364055 O        b'+1:lemma:shake'
+-0.367716 O        b'lemma:minimal'
+-0.372888 Gtype    b'postag:NNS'
+-0.374545 O        b'+1:lemma:.'
+-0.374545 O        b'+1:postag:.'
+-0.376161 pH       b'postag:NN'
+-0.376856 O        b'-1:lemma:minimal'
+-0.379126 Phase    b'-1:postag:JJ'
+-0.380474 O        b'lemma:mg1655'
+-0.388065 Technique b'-1:lemma::'
+-0.398201 O        b'+1:postag:IN'
+-0.405322 O        b'+1:lemma:minimal'
+-0.424455 O        b'lemma:30'
+-0.427384 O        b'+1:lemma:until'
+-0.436028 O        b'-1:lemma:fresh'
+-0.460571 O        b'-1:lemma:from'
+-0.465690 O        b'-1:lemma:grow'
+-0.476082 O        b'lemma:\xc2\xb0c'
+-0.479886 O        b'+1:lemma:b'
+-0.490814 OD       b'+1:postag:NN'
+-0.494543 Med      b'+1:postag:IN'
+-0.502282 O        b'-1:lemma:0.1'
+-0.522523 O        b'+1:lemma:%'
+-0.524523 Supp     b'+1:postag:VBN'
+-0.531557 O        b'+1:lemma:c'
+-0.538489 O        b'+1:lemma:_'
+-0.550066 OD       b'lemma:-lrb-'
+-0.556057 Med      b'+1:postag:NN'
+-0.559263 O        b'-1:lemma:with'
+-0.566146 O        b'+1:lemma:300'
+-0.569839 O        b'-1:lemma:od600'
+-0.574777 O        b'-1:lemma:rifampicin'
+-0.580814 O        b'-1:lemma:~'
+-0.580908 O        b'lemma:phase'
+-0.595586 O        b'-1:lemma:co2'
+-0.603665 O        b'+1:lemma:dissolve'
+-0.610355 O        b'lemma:k-12'
+-0.623982 O        b'-1:lemma:mid-log'
+-0.633959 Med      b'postag:CD'
+-0.640260 O        b'+1:lemma:Aerobic'
+-0.655574 OD       b'postag:-LRB-'
+-0.666724 Technique b'-1:postag::'
+-0.670459 O        b'lemma:od600'
+-0.673345 OD       b'+1:lemma:and'
+-0.674316 Temp     b'postag:NN'
+-0.676209 Gtype    b'lemma:delta'
+-0.694986 Gtype    b'-1:postag:SYM'
+-0.708935 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.723413 O        b'+1:lemma:phase'
+-0.728416 O        b'-1:lemma:cra'
+-0.739107 O        b'lemma:dissolve'
+-0.745574 Med      b'lemma:-lrb-'
+-0.748120 O        b'-1:lemma:1'
+-0.779677 Med      b'postag:-LRB-'
+-0.783075 Supp     b'-1:postag:VBG'
+-0.805015 Supp     b'+1:lemma:rifampicin'
+-0.822331 O        b'lemma:mid-log'
+-0.826614 O        b'+1:lemma:\xc2\xb0c'
+-0.828084 O        b'-1:lemma:\xe2\x88\x86'
+-0.834813 O        b'lemma:150'
+-0.834813 O        b'+1:lemma:mg/ml'
+-0.847218 O        b'+1:lemma:arginine'
+-0.850600 O        b'lemma:purify'
+-0.856637 O        b'+1:lemma:rep1'
+-0.863375 Supp     b'postag:CC'
+-0.911226 O        b'+1:lemma:0.3'
+-0.939105 OD       b'+1:postag:CC'
+-0.955944 Air      b'-1:postag:JJ'
+-0.962224 O        b'lemma:media'
+-0.965799 O        b'-1:lemma:0.2'
+-0.969028 O        b'lemma:anaerobically'
+-0.984393 Supp     b'+1:lemma:acetate'
+-0.986157 O        b'lemma:20'
+-0.994939 O        b'+1:postag:NNS'
+-1.003238 O        b'lemma:\xe2\x88\x86'
+-1.020262 O        b'lemma:dpd'
+-1.021474 O        b'+1:postag:VBG'
+-1.023814 O        b'-1:lemma:until'
+-1.028655 Temp     b'+1:lemma:to'
+-1.028655 Temp     b'+1:postag:TO'
+-1.034923 O        b'+1:lemma:fecl2'
+-1.048621 O        b'+1:lemma:in'
+-1.093228 Anti     b'+1:lemma:anti-fur'
+-1.117750 O        b'+1:lemma:supplement'
+-1.118079 O        b'-1:lemma:dissolve'
+-1.118079 O        b'+1:lemma:methanol'
+-1.153383 Med      b'-1:postag:IN'
+-1.161827 O        b'lemma:0.1'
+-1.240288 O        b'lemma:0.2'
+-1.240360 O        b'lemma:0.3'
+-1.281903 O        b'-1:lemma:ml'
+-1.331319 O        b'lemma:\xce\xb4fur'
+-1.347884 O        b'lemma:2h'
+-1.347884 O        b'-1:lemma:additional'
+-1.412330 O        b'lemma:fecl2'
+-1.425201 O        b'lemma:anaerobic'
+-1.445822 O        b'+1:lemma:at'
+-1.482178 Air      b'+1:postag:JJ'
+-1.484222 O        b'-1:lemma:sample'
+-1.563764 Supp     b'-1:lemma:%'
+-1.568716 O        b'+1:lemma:g/l'
+-1.573165 O        b'-1:postag:VBG'
+-1.579364 Air      b'postag:NN'
+-1.717872 O        b'-1:lemma:IP'
+-1.738726 O        b'postag:VBP'
+-1.761183 Supp     b'postag:JJ'
+-1.765703 O        b'lemma:wt'
+-1.767819 O        b'lemma:37'
+-1.807701 O        b'-1:postag::'
+-1.827545 O        b'lemma:rifampicin'
+-1.961081 Anti     b'postag:NNP'
+-2.001886 O        b'-1:lemma:ompr'
+-2.126948 O        b'-1:lemma:nsrr'
+-2.271346 O        b'-1:lemma:rpob'
+-2.333080 O        b'lemma:methanol'
+-2.336287 O        b'-1:lemma:37'
+-2.381339 O        b'-1:lemma:2'
+-2.515516 O        b'+1:lemma:2'
+-2.555444 O        b'+1:lemma:hour'
+-2.633630 O        b'+1:lemma:+'
+-2.844080 Phase    b'postag:JJ'
+-3.202166 O        b'+1:lemma:1'
+-3.918526 O        b'-1:lemma:_'
+-4.322819 O        b'-1:lemma::'
+

 ********** TRAINING AND TESTING REPORT **********
 Training file: training-data-set-70_v4.txt
 
-best params:{'c1': 0.09081091923387723, 'c2': 0.00038627878700387623}
-best CV score:0.7938633983009262
-model size: 0.07M
+best params:{'c1': 0.15010361345548673, 'c2': 5.707111790479162e-05}
+best CV score:0.797496608146535
+model size: 0.06M
 
-Flat F1: 0.786870840829875
+Flat F1: 0.7827228028395358
              precision    recall  f1-score   support
 
          OD      0.789     0.405     0.536        37
          pH      1.000     1.000     1.000        12
   Technique      0.952     0.909     0.930        22
-        Med      0.776     0.912     0.839        57
+        Med      0.803     0.860     0.831        57
        Temp      0.818     1.000     0.900        18
        Vess      0.000     0.000     0.000         0
        Agit      0.000     0.000     0.000         0
       Phase      1.000     0.947     0.973        19
-        Air      0.754     0.742     0.748        62
+        Air      0.780     0.742     0.760        62
        Anti      0.571     0.444     0.500         9
      Strain      1.000     1.000     1.000         1
-      Gtype      0.860     0.811     0.835       106
+      Gtype      0.857     0.792     0.824       106
   Substrain      0.000     0.000     0.000         1
-       Supp      0.819     0.699     0.754       136
+       Supp      0.810     0.691     0.746       136
    Gversion      0.000     0.000     0.000         0
 
-avg / total      0.824     0.765     0.787       480
+avg / total      0.828     0.752     0.783       480
 
 
 Top likely transitions:
-Agit   -> Agit    7.136396
-OD     -> OD      6.491625
-Temp   -> Temp    6.283086
-Anti   -> Anti    6.213232
-Med    -> Med     5.995903
-Phase  -> Phase   5.618998
-Gtype  -> Gtype   5.237438
-Air    -> Air     5.151876
-Gversion -> Gversion 4.933604
-O      -> O       4.847296
-Technique -> Technique 4.762002
-Supp   -> Supp    4.623411
-Gtype  -> Supp    1.707940
-pH     -> pH      1.691677
-O      -> Technique 1.635878
-O      -> Supp    1.559728
-O      -> Gtype   1.022656
-Substrain -> Gtype   0.995104
-O      -> Anti    0.583807
-O      -> Temp    0.467612
-O      -> Gversion 0.453034
-Technique -> Air     0.359052
-Air    -> O       0.273813
-O      -> Med     0.235768
-Temp   -> O       0.115990
-Gtype  -> Air     0.085028
-Med    -> O       0.063901
-Phase  -> Air     -0.013623
-Strain -> O       -0.015319
-Air    -> Phase   -0.018991
-O      -> OD      -0.096097
-Supp   -> Air     -0.152980
-Supp   -> Gtype   -0.172882
-O      -> Phase   -0.230569
-Gtype  -> Anti    -0.419137
-Technique -> O       -0.465846
-Air    -> Supp    -0.504152
-OD     -> Air     -0.526665
-Gtype  -> O       -0.592689
-Supp   -> O       -0.617787
-Technique -> OD      -0.675268
-Phase  -> O       -0.805307
-OD     -> Med     -0.848210
-O      -> Air     -0.948079
-Supp   -> Med     -0.972720
-Agit   -> O       -1.032994
-OD     -> O       -1.111875
-Gtype  -> OD      -1.121470
-Air    -> OD      -1.294245
-Substrain -> O       -1.829982
+Agit   -> Agit    7.341089
+OD     -> OD      6.495857
+Anti   -> Anti    6.092589
+Med    -> Med     6.071567
+Temp   -> Temp    5.874329
+Air    -> Air     5.660813
+Gtype  -> Gtype   5.201158
+Phase  -> Phase   5.016982
+Gversion -> Gversion 4.915266
+O      -> O       4.868094
+Technique -> Technique 4.801722
+Supp   -> Supp    4.049658
+pH     -> pH      2.237488
+Substrain -> Gtype   1.851589
+O      -> Technique 1.624886
+O      -> Supp    1.553107
+Gtype  -> Supp    1.547690
+Air    -> O       1.440675
+O      -> Gtype   1.359381
+O      -> Anti    0.638902
+Technique -> Air     0.616017
+Med    -> O       0.445325
+O      -> Temp    0.344531
+O      -> Gversion 0.281572
+Temp   -> O       0.271329
+O      -> Med     0.092068
+Phase  -> O       0.061858
+Gtype  -> pH      0.046191
+Anti   -> O       0.018884
+Gtype  -> Air     0.007955
+O      -> OD      -0.012110
+OD     -> Med     -0.056297
+Technique -> O       -0.194680
+Gtype  -> Anti    -0.249294
+Supp   -> O       -0.300903
+Gtype  -> O       -0.529562
+Agit   -> O       -0.538328
+OD     -> O       -0.737964
+Supp   -> Med     -0.744059
+Gtype  -> OD      -0.843006
+O      -> Air     -0.935708
+Substrain -> O       -1.186882
+Phase  -> OD      -1.409016
+Med    -> Supp    -2.610420
 
 
 Top unlikely transitions:
-Temp   -> Temp    6.283086
-Anti   -> Anti    6.213232
-Med    -> Med     5.995903
-Phase  -> Phase   5.618998
-Gtype  -> Gtype   5.237438
-Air    -> Air     5.151876
-Gversion -> Gversion 4.933604
-O      -> O       4.847296
-Technique -> Technique 4.762002
-Supp   -> Supp    4.623411
-Gtype  -> Supp    1.707940
-pH     -> pH      1.691677
-O      -> Technique 1.635878
-O      -> Supp    1.559728
-O      -> Gtype   1.022656
-Substrain -> Gtype   0.995104
-O      -> Anti    0.583807
-O      -> Temp    0.467612
-O      -> Gversion 0.453034
-Technique -> Air     0.359052
-Air    -> O       0.273813
-O      -> Med     0.235768
-Temp   -> O       0.115990
-Gtype  -> Air     0.085028
-Med    -> O       0.063901
-Phase  -> Air     -0.013623
-Strain -> O       -0.015319
-Air    -> Phase   -0.018991
-O      -> OD      -0.096097
-Supp   -> Air     -0.152980
-Supp   -> Gtype   -0.172882
-O      -> Phase   -0.230569
-Gtype  -> Anti    -0.419137
-Technique -> O       -0.465846
-Air    -> Supp    -0.504152
-OD     -> Air     -0.526665
-Gtype  -> O       -0.592689
-Supp   -> O       -0.617787
-Technique -> OD      -0.675268
-Phase  -> O       -0.805307
-OD     -> Med     -0.848210
-O      -> Air     -0.948079
-Supp   -> Med     -0.972720
-Agit   -> O       -1.032994
-OD     -> O       -1.111875
-Gtype  -> OD      -1.121470
-Air    -> OD      -1.294245
-Substrain -> O       -1.829982
-Phase  -> OD      -2.186140
-Med    -> Supp    -2.693786
+Agit   -> Agit    7.341089
+OD     -> OD      6.495857
+Anti   -> Anti    6.092589
+Med    -> Med     6.071567
+Temp   -> Temp    5.874329
+Air    -> Air     5.660813
+Gtype  -> Gtype   5.201158
+Phase  -> Phase   5.016982
+Gversion -> Gversion 4.915266
+O      -> O       4.868094
+Technique -> Technique 4.801722
+Supp   -> Supp    4.049658
+pH     -> pH      2.237488
+Substrain -> Gtype   1.851589
+O      -> Technique 1.624886
+O      -> Supp    1.553107
+Gtype  -> Supp    1.547690
+Air    -> O       1.440675
+O      -> Gtype   1.359381
+O      -> Anti    0.638902
+Technique -> Air     0.616017
+Med    -> O       0.445325
+O      -> Temp    0.344531
+O      -> Gversion 0.281572
+Temp   -> O       0.271329
+O      -> Med     0.092068
+Phase  -> O       0.061858
+Gtype  -> pH      0.046191
+Anti   -> O       0.018884
+Gtype  -> Air     0.007955
+O      -> OD      -0.012110
+OD     -> Med     -0.056297
+Technique -> O       -0.194680
+Gtype  -> Anti    -0.249294
+Supp   -> O       -0.300903
+Gtype  -> O       -0.529562
+Agit   -> O       -0.538328
+OD     -> O       -0.737964
+Supp   -> Med     -0.744059
+Gtype  -> OD      -0.843006
+O      -> Air     -0.935708
+Substrain -> O       -1.186882
+Phase  -> OD      -1.409016
+Med    -> Supp    -2.610420
 
 
 Top positive:
-12.023128 Supp     b'lemma:Iron'
-11.905802 Phase    b'lemma:stationary'
-10.567265 O        b'lemma:_'
-10.151152 Air      b'-1:lemma:ChIP-Seq'
-10.090491 Air      b'lemma:anaerobic'
-9.857898 Supp     b'lemma:nitrate'
-9.629833 Air      b'lemma:aerobic'
-9.577578 Technique b'lemma:ChIP-exo'
-9.036653 Phase    b'lemma:mid-log'
-8.721963 Technique b'lemma:chipseq'
-8.698132 Med      b'lemma:MOPS'
-8.668936 O        b'lemma:1'
-8.103505 O        b'-1:lemma:ChIP-exo'
-7.864122 O        b'lemma:rpob'
-7.451473 Strain   b'lemma:k-12'
-7.338543 O        b'lemma:\xcf\x8332'
-7.198959 Air      b'lemma:Aerobic'
-7.109572 Gtype    b'lemma:flag-tag'
-7.109572 Gtype    b'-1:lemma:c-terminal'
-7.044978 Supp     b'lemma:pq'
-6.899921 O        b'lemma:2'
-6.897717 Gtype    b'lemma:\xce\xb4cra'
-6.862453 O        b'lemma:Custom'
-6.848216 O        b'-1:lemma:tag'
-6.753546 Gversion b'lemma:asm584v2'
-6.751054 O        b'lemma:b'
-6.726115 Technique b'lemma:ChIP-Seq'
-6.340232 O        b'lemma:a'
-6.324324 Med      b'lemma:LB'
-6.242158 O        b'lemma:3'
-6.225748 O        b'lemma:rep1'
-6.183760 Gversion b'-1:lemma:nc'
-6.139494 O        b'lemma:for'
-6.136397 O        b'lemma:rep2'
-6.112373 O        b'-1:lemma:Aerobic'
-6.052426 Gtype    b'lemma:delta-arca'
-6.021691 Supp     b'+1:lemma:\xc2\xb5m'
-6.014827 O        b'lemma:rep3'
-5.998278 Gtype    b'lemma:arca8myc'
-5.864622 Gtype    b'lemma:fnr8myc'
-5.838163 Supp     b'lemma:Fe'
-5.756687 Substrain b'lemma:mg1655'
-5.628610 O        b'lemma:Cra'
-5.609519 Gtype    b'+1:lemma:type'
-5.519720 Gtype    b'lemma:type'
-5.487434 OD       b'+1:lemma:stationary'
-5.465596 Gversion b'lemma:nc'
-5.326426 Gtype    b'lemma:delta-fnr'
-5.265842 Anti     b'lemma:none'
-5.236408 Supp     b'lemma:nh4cl'
-5.195640 O        b'postag::'
-5.136998 Med      b'lemma:lb'
-5.129499 OD       b'lemma:od450'
-5.106518 Technique b'lemma:rna-seq'
-5.084990 O        b'-1:lemma:anaerobic'
-4.986922 Gtype    b'lemma:wt'
-4.943309 Supp     b'lemma:acetate'
-4.879656 Gtype    b'lemma:\xce\xb4fur'
-4.846650 Technique b'lemma:chip-seq'
-4.825495 O        b'-1:lemma:0.3-0.35'
-4.812352 Gtype    b'-1:lemma:\xe2\x88\x86'
-4.769607 Supp     b'lemma:glucose'
-4.759235 O        b'-1:lemma:glucose'
-4.740317 Supp     b'lemma:arginine'
-4.738816 Supp     b'lemma:rifampicin'
-4.701038 Gversion b'lemma:chip-seq'
-4.693852 Gtype    b'lemma:nsrr'
-4.666819 O        b'lemma:chip'
-4.666777 Air      b'lemma:anerobically'
-4.665470 O        b'lemma:or'
-4.635435 Temp     b'-1:lemma:sample'
-4.605663 O        b'lemma:.'
-4.605663 O        b'postag:.'
-4.574656 OD       b'lemma:od600'
-4.562061 O        b'postag:IN'
-4.550601 Anti     b'lemma:anti-myc'
-4.537492 Gtype    b'+1:lemma:ph5'
-4.523129 O        b'-1:lemma:type'
-4.511181 Strain   b'+1:lemma:substr'
-4.493105 O        b'+1:lemma:od600'
-4.453065 Vess     b'lemma:flask'
-4.453065 Vess     b'-1:lemma:warm'
-4.444663 Supp     b'lemma:no3'
-4.439485 Technique b'+1:lemma:chip-exo'
-4.416181 Gtype    b'+1:lemma:flagtag'
-4.415325 Supp     b'-1:lemma:Cra'
-4.396509 Supp     b'-1:lemma:+'
-4.383866 Gtype    b'-1:lemma:ptac'
-4.365928 O        b'+1:lemma:sparging'
-4.354534 O        b'+1:postag:RB'
-4.348783 Med      b'+1:lemma:0.4'
-4.341814 O        b'-1:lemma:0.3'
-4.336456 O        b'+1:lemma:chip-seq'
-4.269719 O        b'lemma:with'
-4.219193 Anti     b'lemma:seqa'
-4.194527 Supp     b'+1:lemma:hour'
-4.154345 Gtype    b'lemma:\xe2\x88\x86'
-4.105460 O        b'lemma:-'
-4.045385 Temp     b'-1:lemma:\xcf\x8332'
-4.041775 Supp     b'lemma:dpd'
-4.018422 O        b'lemma:oxyr'
-4.006587 Med      b'+1:lemma:minimal'
-3.994386 Gtype    b'-1:lemma:rpob'
-3.943397 pH       b'lemma:ph5'
-3.943397 pH       b'+1:lemma:.5'
-3.925919 Supp     b'lemma:fructose'
-3.913579 Supp     b'+1:lemma:1'
-3.908385 O        b'+1:postag:NNP'
-3.803339 O        b'+1:lemma:o.d.'
-3.758844 Technique b'lemma:rnaseq'
-3.730482 Technique b'+1:lemma:rna-seq'
-3.692271 Technique b'-1:lemma:IP'
-3.684645 O        b'lemma:ompr'
-3.679500 O        b'-1:lemma:lb'
-3.642465 Anti     b'+1:lemma:antibody'
-3.624491 O        b'lemma:s'
-3.612874 O        b'lemma:2-3'
-3.606456 Gtype    b'+1:lemma:pq'
-3.584554 O        b'lemma:soxs'
-3.584554 O        b'lemma:soxr'
-3.545385 O        b'lemma:CEL'
-3.527179 Gversion b'lemma:u00096'
-3.527179 Gversion b'+1:lemma:.2'
-3.525538 Technique b'-1:lemma:chip-exo'
-3.525111 Anti     b'lemma:anti-rpos'
-3.517186 O        b'postag:VBN'
-3.489661 Supp     b'lemma:Leu'
-3.480284 Supp     b'lemma:iptg'
-3.469423 Temp     b'-1:lemma:43'
-3.467975 Gtype    b'lemma:pk4854'
-3.443002 OD       b'-1:lemma:about'
-3.435842 Gtype    b'lemma:\xce\xb4ompr'
-3.435548 Med      b'+1:lemma:contain'
-3.393209 Med      b'lemma:m63'
-3.390757 Gversion b'lemma:.2'
-3.390757 Gversion b'-1:lemma:u00096'
-3.365623 Gtype    b'lemma:wild-type'
-3.365137 Supp     b'+1:lemma:_'
-3.285213 O        b'-1:lemma:\xc2\xb0c'
-3.270674 Air      b'lemma:anaerobically'
-3.263042 Gversion b'lemma:000913'
-3.243898 Gtype    b'lemma:\xce\xb4soxs'
-3.241988 O        b'lemma:at'
-3.241694 Supp     b'lemma:Adenine'
-3.235960 Supp     b'+1:lemma:2'
-3.220154 Substrain b'+1:lemma:phtpg'
-3.168232 O        b'lemma:chip-arca'
-3.124706 Med      b'-1:lemma:ml'
-3.119275 Gtype    b'lemma:deltaseqa'
-3.119275 Gtype    b'-1:lemma:old'
-3.105855 Phase    b'-1:lemma:until'
-3.104880 Supp     b'lemma:nacl'
-3.063586 Phase    b'+1:lemma:for'
-3.062511 O        b'lemma:argr'
-3.057692 Temp     b'-1:lemma:37'
-3.030255 O        b'lemma:purr'
-3.006731 O        b'-1:lemma:media'
-2.937639 O        b'+1:lemma:pq'
-2.930516 Supp     b'lemma:methanol'
-2.918452 Temp     b'+1:lemma:\xc2\xb0c'
-2.915173 Gtype    b'lemma:WT'
-2.909714 OD       b'-1:lemma:~'
-2.900692 Med      b'lemma:L'
-2.900692 Med      b'+1:lemma:broth'
-2.899989 Gtype    b'lemma:ptac'
-2.898928 O        b'+1:lemma:rifampicin'
-2.878667 pH       b'lemma:.5'
-2.878667 pH       b'-1:lemma:ph5'
-2.877293 O        b'postag:DT'
-2.875342 O        b'+1:lemma:mid-log'
-2.845729 Gtype    b'+1:lemma:with'
-2.833330 Temp     b'lemma:\xc2\xb0c'
-2.821959 Supp     b'-1:lemma:\xc2\xb5m'
-2.778935 O        b'-1:lemma:dpd'
-2.716093 Supp     b'+1:lemma:iptg'
-2.714614 Supp     b'+1:lemma:Deficient'
-2.696864 Gtype    b'-1:lemma:phtpg'
-2.687105 Air      b'+1:lemma:at'
-2.676418 O        b'lemma:affyexp'
-2.676025 Gtype    b'lemma:\xce\xb4soxr'
-2.663692 Gtype    b'lemma:\xce\xb4oxyr'
-2.658854 Med      b'+1:lemma:2.0'
-2.651224 Gtype    b'lemma:dfnr'
-2.649576 O        b'-1:lemma:l1'
-2.620669 Air      b'postag:RB'
-2.577561 O        b'lemma:Lrp'
-2.570022 Med      b'+1:lemma:g/l'
-2.524794 Technique b'-1:lemma:input'
-2.523784 O        b'-1:lemma:min'
-2.517414 O        b'+1:postag:VBP'
-2.471571 O        b'+1:lemma:acetate'
-2.464652 O        b'postag:VBG'
-2.464091 Air      b'-1:lemma:phase'
-2.457715 OD       b'lemma:0.3'
-2.425241 Gtype    b'lemma:soxs-8myc'
-2.425241 Gtype    b'lemma:soxr-8myc'
-2.406446 O        b'+1:lemma:0.2'
-2.380330 Temp     b'lemma:37'
-2.356535 Temp     b'lemma:43'
-2.340361 Supp     b'lemma:leucine'
+14.131694 Supp     b'lemma:Iron'
+10.668753 Phase    b'lemma:stationary'
+9.969031 O        b'lemma:_'
+9.952965 Air      b'lemma:anaerobic'
+9.573463 Air      b'lemma:aerobic'
+9.006576 Supp     b'lemma:nitrate'
+8.765618 Med      b'lemma:MOPS'
+8.630149 Air      b'-1:lemma:ChIP-Seq'
+8.541642 O        b'lemma:1'
+8.103189 Technique b'lemma:ChIP-exo'
+8.056769 Strain   b'lemma:k-12'
+7.747915 Phase    b'lemma:mid-log'
+7.630132 O        b'lemma:Custom'
+7.452221 O        b'-1:lemma:ChIP-exo'
+7.430108 O        b'lemma:rpob'
+7.256881 O        b'-1:lemma:tag'
+7.192950 O        b'lemma:\xcf\x8332'
+7.181976 Gversion b'-1:lemma:nc'
+6.998365 Gversion b'lemma:asm584v2'
+6.702349 Technique b'lemma:chipseq'
+6.548039 Supp     b'lemma:pq'
+6.424562 O        b'lemma:2'
+6.390388 Gtype    b'lemma:\xce\xb4cra'
+6.379061 Air      b'lemma:Aerobic'
+6.327455 Substrain b'lemma:mg1655'
+6.271147 O        b'lemma:3'
+6.216371 O        b'lemma:rep1'
+6.036273 Gtype    b'lemma:type'
+5.982713 Gtype    b'lemma:flag-tag'
+5.982713 Gtype    b'-1:lemma:c-terminal'
+5.978106 O        b'lemma:rep2'
+5.928876 Supp     b'+1:lemma:\xc2\xb5m'
+5.927978 O        b'lemma:rep3'
+5.711298 OD       b'lemma:od600'
+5.700340 Gversion b'lemma:nc'
+5.674933 Med      b'lemma:LB'
+5.635847 O        b'lemma:b'
+5.491319 Supp     b'lemma:rifampicin'
+5.340763 OD       b'lemma:od450'
+5.280658 Supp     b'lemma:nh4cl'
+5.236869 O        b'postag::'
+5.185016 O        b'postag:IN'
+5.179346 O        b'lemma:a'
+5.171656 O        b'lemma:Cra'
+5.156885 Supp     b'lemma:glucose'
+5.045265 Gtype    b'-1:lemma:\xe2\x88\x86'
+5.014858 Technique b'lemma:rna-seq'
+5.004572 Supp     b'lemma:Fe'
+4.986002 Anti     b'lemma:none'
+4.960380 OD       b'+1:lemma:stationary'
+4.954569 Gtype    b'lemma:wt'
+4.846980 O        b'-1:lemma:0.3'
+4.808425 O        b'-1:lemma:0.3-0.35'
+4.735890 Supp     b'lemma:arginine'
+4.724865 Gtype    b'lemma:arca8myc'
+4.722199 O        b'lemma:or'
+4.712517 Gtype    b'lemma:delta-arca'
+4.694670 Med      b'lemma:lb'
+4.665780 Supp     b'lemma:acetate'
+4.592959 O        b'-1:lemma:Aerobic'
+4.582847 Supp     b'lemma:dpd'
+4.579677 Anti     b'lemma:seqa'
+4.553469 Technique b'lemma:ChIP-Seq'
+4.524775 Gtype    b'lemma:fnr8myc'
+4.512285 Gtype    b'lemma:\xce\xb4fur'
+4.453319 Supp     b'lemma:fructose'
+4.385121 Vess     b'lemma:flask'
+4.385121 Vess     b'-1:lemma:warm'
+4.362610 Gtype    b'+1:lemma:type'
+4.241639 Technique b'lemma:chip-seq'
+4.222711 O        b'lemma:-'
+4.122116 Technique b'+1:lemma:chip-exo'
+4.119390 O        b'lemma:.'
+4.119390 O        b'postag:.'
+4.094206 Anti     b'lemma:anti-myc'
+4.064301 Gtype    b'+1:lemma:ph5'
+4.047658 O        b'+1:lemma:od600'
+4.033297 Temp     b'-1:lemma:sample'
+4.027077 Temp     b'-1:lemma:\xcf\x8332'
+3.988494 Supp     b'lemma:no3'
+3.987819 Gtype    b'lemma:delta-fnr'
+3.965541 Technique b'lemma:rnaseq'
+3.901419 Gtype    b'lemma:wild-type'
+3.858758 Gtype    b'lemma:nsrr'
+3.839972 O        b'-1:lemma:anaerobic'
+3.809743 O        b'lemma:chip'
+3.768275 Gtype    b'-1:lemma:rpob'
+3.759291 O        b'+1:postag:NNP'
+3.753503 Technique b'-1:lemma:IP'
+3.744094 Gtype    b'-1:lemma:ptac'
+3.724227 O        b'-1:lemma:type'
+3.681895 Gtype    b'+1:lemma:flagtag'
+3.671930 Anti     b'lemma:anti-rpos'
+3.640672 O        b'postag:VBN'
+3.635571 Supp     b'-1:lemma:+'
+3.615075 Gversion b'lemma:chip-seq'
+3.609485 Supp     b'+1:lemma:1'
+3.603583 Gtype    b'lemma:\xe2\x88\x86'
+3.583908 Gversion b'lemma:u00096'
+3.583908 Gversion b'+1:lemma:.2'
+3.578924 Supp     b'lemma:methanol'
+3.558572 O        b'+1:postag:RB'
+3.531371 O        b'lemma:CEL'
+3.519433 Med      b'+1:lemma:0.4'
+3.514351 Supp     b'lemma:iptg'
+3.492482 pH       b'lemma:ph5'
+3.492482 pH       b'+1:lemma:.5'
+3.478227 O        b'lemma:for'
+3.447690 O        b'-1:lemma:glucose'
+3.435499 O        b'lemma:oxyr'
+3.435413 Anti     b'+1:lemma:antibody'
+3.406205 Med      b'lemma:m63'
+3.361046 O        b'lemma:s'
+3.340573 Gtype    b'lemma:\xce\xb4ompr'
+3.334851 Supp     b'-1:lemma:\xc2\xb5m'
+3.300340 O        b'lemma:with'
+3.267870 Supp     b'-1:lemma:Cra'
+3.225692 Supp     b'+1:lemma:2'
+3.198663 Supp     b'lemma:nacl'
+3.197021 Air      b'lemma:anaerobically'
+3.140248 Strain   b'+1:lemma:substr'
+3.081035 O        b'lemma:ompr'
+3.072833 Supp     b'+1:lemma:hour'
+3.032040 Supp     b'+1:lemma:_'
+3.019379 Gtype    b'+1:lemma:with'
+3.003302 Gtype    b'lemma:pk4854'
+2.949430 Gtype    b'+1:lemma:pq'
+2.942687 Supp     b'lemma:Leu'
+2.920502 Med      b'-1:lemma:ml'
+2.911185 Temp     b'-1:lemma:37'
+2.907442 O        b'+1:lemma:chip-seq'
+2.901178 Gversion b'lemma:.2'
+2.901178 Gversion b'-1:lemma:u00096'
+2.895104 Med      b'+1:lemma:2.0'
+2.847883 Technique b'-1:lemma:chip-exo'
+2.841679 Air      b'lemma:anerobically'
+2.787857 OD       b'-1:lemma:about'
+2.786869 O        b'lemma:at'
+2.783750 Supp     b'lemma:20'
+2.722669 pH       b'lemma:.5'
+2.722669 pH       b'-1:lemma:ph5'
+2.714038 Air      b'-1:lemma:-'
+2.712647 Technique b'+1:lemma:rna-seq'
+2.694003 O        b'postag:DT'
+2.684568 O        b'lemma:soxs'
+2.684568 O        b'lemma:soxr'
+2.665698 Med      b'+1:lemma:minimal'
+2.649710 O        b'+1:lemma:o.d.'
+2.645351 O        b'+1:lemma:sparging'
+2.643627 Gtype    b'lemma:\xce\xb4soxs'
+2.641818 Med      b'lemma:media'
+2.594213 Gtype    b'-1:lemma:phtpg'
+2.579796 Gtype    b'-1:lemma:nsrr'
+2.565558 O        b'lemma:condition'
+2.564623 Gtype    b'lemma:deltaseqa'
+2.564623 Gtype    b'-1:lemma:old'
+2.553746 Substrain b'+1:lemma:phtpg'
+2.552012 O        b'postag:VBG'
+2.519921 O        b'+1:lemma:pq'
+2.506331 O        b'-1:lemma:lb'
+2.497453 OD       b'lemma:0.3'
+2.462504 O        b'+1:lemma:acetate'
+2.438317 O        b'-1:lemma:stpa'
+2.438025 Supp     b'+1:lemma:iptg'
+2.427624 Supp     b'+1:lemma:and'
+2.425953 Med      b'+1:lemma:g/l'
+2.424623 Supp     b'lemma:Adenine'
+2.400881 Technique b'-1:lemma:input'
+2.375136 O        b'-1:lemma:media'
+2.359950 Supp     b'lemma:0.2'
+2.343865 Med      b'+1:lemma:supplement'
+2.341893 O        b'-1:lemma:l1'
+2.334122 O        b'lemma:culture'
+2.293428 Temp     b'lemma:\xc2\xb0c'
+2.283387 Gversion b'lemma:000913'
+2.277001 Temp     b'lemma:37'
+2.270319 Temp     b'lemma:43'
+2.267164 Gversion b'postag:CD'
+2.265729 Supp     b'lemma:0.1'
+2.263323 Gtype    b'-1:lemma:vector'
+2.252869 O        b'lemma:chip-arca'
+2.246589 O        b'-1:lemma:dpd'
+2.245090 Gtype    b'lemma:ptac'
+2.239134 Med      b'lemma:L'
+2.239134 Med      b'+1:lemma:broth'
+2.238728 Gtype    b'+1:lemma:_'
+2.225573 Temp     b'-1:lemma:43'
+2.222881 O        b'+1:postag:VBP'
+2.192564 OD       b'-1:lemma:~'
+2.185774 Air      b'postag:RB'
+2.184138 Phase    b'-1:lemma:mid-log'
+2.182400 Phase    b'-1:lemma:until'
+2.180459 Med      b'lemma:broth'
+2.180459 Med      b'-1:lemma:L'
+2.178459 Gtype    b'lemma:\xce\xb4oxyr'
+2.172998 Med      b'lemma:glucose'
+2.081891 Supp     b'-1:lemma:with'
+2.081163 O        b'lemma:Lrp'
+2.056042 Supp     b'lemma:of'
+2.054403 O        b'+1:lemma:rifampicin'
 
 
 Top negative:
-0.000037 OD       b'+1:lemma:\xce\xb4soxr'
-0.000031 Technique b'+1:lemma:Anaerobic'
-0.000028 OD       b'-1:lemma:phase'
-0.000026 Agit     b'-1:postag:VBG'
-0.000015 Agit     b'+1:postag:IN'
-0.000015 O        b'lemma:input'
-0.000014 OD       b'+1:postag:RB'
-0.000012 O        b'-1:lemma:Fur'
-0.000010 Supp     b'+1:lemma:feso4'
-0.000010 O        b'+1:lemma:ChIP-Seq'
-0.000005 O        b'-1:lemma:250'
-0.000004 OD       b'lemma::'
-0.000004 Agit     b'postag:VBG'
-0.000003 OD       b'postag::'
-0.000001 Temp     b'-1:postag:NNS'
--0.000008 O        b'lemma:mg1655'
--0.000009 O        b'-1:lemma:sample'
--0.000026 O        b'-1:lemma:e.'
--0.000069 O        b'-1:lemma:1'
--0.000210 Gtype    b'-1:postag:NNP'
--0.000267 O        b'+1:lemma:co2'
--0.000316 Gtype    b'+1:lemma:2'
--0.000469 O        b'+1:lemma:rep1'
--0.001404 O        b'-1:lemma:at'
--0.002564 Med      b'+1:postag:CC'
--0.002647 OD       b'lemma:~'
--0.002825 O        b'lemma:grow'
--0.003590 O        b'lemma:anaerobic'
--0.004607 O        b'+1:lemma:dissolve'
--0.005282 Supp     b'+1:lemma:of'
--0.008060 OD       b'+1:postag:-LRB-'
--0.008731 OD       b'+1:postag:-RRB-'
--0.009571 O        b'-1:lemma:30'
--0.010095 O        b'lemma:m63'
--0.010149 Phase    b'lemma:pahse'
--0.010429 Gtype    b'+1:lemma:-'
--0.012754 Supp     b'lemma:mm'
--0.013827 OD       b'+1:lemma:~'
--0.014292 O        b'+1:lemma:grow'
--0.015852 OD       b'+1:postag:CD'
--0.016820 O        b'lemma:25'
--0.017788 OD       b'+1:lemma:-rrb-'
--0.019574 O        b'+1:lemma:~'
--0.025256 O        b'+1:lemma:300'
--0.026121 O        b'+1:lemma:0.4'
--0.028318 O        b'lemma:o2'
--0.029040 Anti     b'+1:lemma:anti-fur'
--0.030350 OD       b'+1:lemma:0.4'
--0.030931 Med      b'+1:postag:NNS'
--0.033897 O        b'-1:lemma:mm'
--0.035604 O        b'+1:lemma:o2'
--0.035916 O        b'-1:lemma:the'
--0.035990 O        b'+1:lemma:arginine'
--0.036415 Air      b'-1:lemma:anaerobically'
--0.040153 Air      b'-1:postag:CC'
--0.041154 O        b'+1:lemma:antibody'
--0.041832 Anti     b'-1:postag:NN'
--0.045053 OD       b'postag:IN'
--0.047572 Gtype    b'+1:postag:IN'
--0.053112 Supp     b'+1:lemma:dpd'
--0.053329 O        b'-1:lemma:minimal'
--0.060576 O        b'-1:postag:IN'
--0.065925 O        b'lemma:medium'
--0.066353 O        b'+1:lemma:25'
--0.076464 Med      b'-1:postag:NN'
--0.078443 Supp     b'-1:postag:NN'
--0.078865 Strain   b'+1:postag:NN'
--0.091232 Air      b'postag:CD'
--0.091763 O        b'lemma:30'
--0.095656 O        b'lemma:lb'
--0.098575 O        b'+1:lemma:shake'
--0.100589 Anti     b'+1:postag:JJ'
--0.109250 Supp     b'+1:postag:IN'
--0.113108 Agit     b'postag:NN'
--0.113815 O        b'-1:lemma:o2'
--0.117553 O        b'+1:lemma:5'
--0.121789 Supp     b'lemma:and'
--0.122865 Gtype    b'-1:postag:NN'
--0.129126 O        b'lemma:glucose'
--0.130690 O        b'-1:lemma:of'
--0.132633 O        b'+1:lemma:phase'
--0.134059 OD       b'+1:postag:CC'
--0.141756 Air      b'-1:lemma:95'
--0.143614 O        b'-1:lemma:-lrb-'
--0.149012 O        b'+1:lemma:\xc2\xb0c'
--0.155150 O        b'+1:postag:NNS'
--0.160903 O        b'+1:lemma:-rrb-'
--0.161363 O        b'lemma:n2'
--0.162536 O        b'postag:VBP'
--0.168298 O        b'-1:lemma:n2'
--0.171249 O        b'-1:postag:VBN'
--0.176512 O        b'lemma:aerobically'
--0.186672 O        b'lemma:co2'
--0.186766 O        b'+1:lemma:_'
--0.196943 Strain   b'postag:NN'
--0.201827 O        b'+1:lemma:mm'
--0.206537 O        b'-1:postag:-LRB-'
--0.214121 Supp     b'postag:CC'
--0.215072 O        b'lemma:e.'
--0.235225 O        b'-1:lemma:0.1'
--0.261548 O        b'lemma:\xce\xb4fur'
--0.264532 O        b'-1:lemma:rifampicin'
--0.272491 O        b'-1:lemma:0.2'
--0.284244 O        b'-1:lemma:from'
--0.285360 O        b'-1:lemma:until'
--0.286318 Med      b'postag:CD'
--0.287177 Air      b'-1:lemma:or'
--0.304066 O        b'lemma:150'
--0.304066 O        b'+1:lemma:mg/ml'
--0.304896 O        b'+1:lemma:or'
--0.309102 O        b'+1:postag:-RRB-'
--0.331291 Supp     b'-1:postag:NNP'
--0.339237 Med      b'+1:postag:IN'
--0.352184 O        b'postag:RB'
--0.361577 Gtype    b'postag:CD'
--0.367320 O        b'-1:lemma:ml'
--0.377900 O        b'lemma:dissolve'
--0.378236 O        b'+1:lemma:.'
--0.378236 O        b'+1:postag:.'
--0.378886 O        b'+1:lemma:until'
--0.380197 O        b'lemma:od600'
--0.380556 O        b'-1:lemma:od600'
--0.388687 O        b'lemma:phase'
--0.393310 O        b'+1:lemma:0.3'
--0.399102 O        b'+1:postag:IN'
--0.399168 Temp     b'postag:JJ'
--0.401235 O        b'-1:lemma:~'
--0.410916 O        b'-1:lemma:rpob'
--0.431448 OD       b'lemma:-lrb-'
--0.434432 Technique b'-1:lemma::'
--0.444259 Supp     b'+1:postag:VBN'
--0.459196 Technique b'-1:postag::'
--0.459291 OD       b'+1:lemma:and'
--0.470209 O        b'lemma:\xe2\x88\x86'
--0.486291 O        b'+1:lemma:%'
--0.518507 O        b'-1:lemma:IP'
--0.519707 Phase    b'-1:lemma:at'
--0.526678 O        b'lemma:dpd'
--0.534234 Air      b'-1:postag:JJ'
--0.540044 pH       b'postag:NN'
--0.542011 O        b'+1:lemma:c'
--0.553114 O        b'-1:lemma:grow'
--0.571198 O        b'lemma:0.3'
--0.573213 Med      b'+1:postag:NN'
--0.592187 Temp     b'postag:NN'
--0.596509 O        b'-1:lemma:mid-log'
--0.616998 O        b'lemma:media'
--0.625245 O        b'+1:lemma:cell'
--0.625847 O        b'-1:lemma:cra'
--0.668364 Gversion b'+1:postag:NN'
--0.670411 O        b'+1:lemma:+'
--0.670829 O        b'lemma:anaerobically'
--0.693082 Supp     b'+1:lemma:rifampicin'
--0.727079 O        b'-1:lemma:dissolve'
--0.727079 O        b'+1:lemma:methanol'
--0.738408 O        b'+1:lemma:fecl2'
--0.792874 O        b'lemma:20'
--0.848889 OD       b'+1:postag:NN'
--0.848997 Supp     b'+1:lemma:acetate'
--0.861900 Med      b'-1:postag:IN'
--0.865385 O        b'lemma:0.2'
--0.892622 Temp     b'+1:lemma:to'
--0.892622 Temp     b'+1:postag:TO'
--0.937071 O        b'+1:lemma:supplement'
--0.938360 O        b'-1:lemma:co2'
--0.960239 O        b'lemma:2h'
--0.960239 O        b'-1:lemma:additional'
--0.973815 O        b'lemma:of'
--1.034828 O        b'+1:postag:VBG'
--1.035428 O        b'+1:lemma:g/l'
--1.050289 O        b'lemma:mid-log'
--1.059894 O        b'-1:postag:VBG'
--1.066538 O        b'lemma:0.1'
--1.076597 O        b'-1:postag::'
--1.106329 Phase    b'+1:postag:NN'
--1.148398 Phase    b'-1:postag:NN'
--1.172180 Air      b'+1:postag:JJ'
--1.201626 O        b'lemma:37'
--1.206293 OD       b'postag:-LRB-'
--1.252513 O        b'-1:lemma:37'
--1.399946 O        b'+1:lemma:at'
--1.439837 O        b'lemma:wt'
--1.474885 O        b'-1:lemma:nsrr'
--1.521797 O        b'lemma:fecl2'
--1.544569 Anti     b'postag:NNP'
--1.548585 O        b'+1:lemma:hour'
--1.566877 Supp     b'-1:lemma:%'
--1.597712 O        b'+1:lemma:in'
--1.629113 O        b'-1:lemma:ompr'
--1.773656 Air      b'postag:NN'
--1.898147 Phase    b'-1:postag:JJ'
--2.222432 O        b'lemma:rifampicin'
--2.229376 O        b'-1:lemma:2'
--2.493849 O        b'+1:lemma:1'
--2.529260 O        b'lemma:methanol'
--2.707675 O        b'+1:lemma:2'
--2.830767 Supp     b'postag:JJ'
--2.988306 Phase    b'postag:JJ'
--4.548731 O        b'-1:lemma::'
--4.577007 O        b'-1:lemma:_'
+0.004444 OD       b'+1:lemma:~'
+0.002512 O        b'+1:lemma:media'
+0.002348 Technique b'-1:postag:NNP'
+0.001954 Anti     b'-1:lemma:monoclonal'
+0.001373 Supp     b'lemma:250'
+0.001330 O        b'+1:lemma:n2'
+0.001020 OD       b'-1:lemma:cell'
+0.000979 Air      b'lemma:70'
+0.000779 Gtype    b'-1:lemma:of'
+0.000613 Agit     b'+1:lemma:at'
+0.000612 OD       b'-1:postag:VBN'
+0.000570 Anti     b'-1:postag:NN'
+0.000562 OD       b'+1:postag:VBN'
+0.000343 OD       b'postag:VBN'
+0.000250 Supp     b'lemma:feso4'
+0.000211 Supp     b'lemma:um'
+0.000200 O        b'lemma:harvest'
+0.000172 Supp     b'-1:lemma:250'
+0.000169 O        b'+1:lemma:harvest'
+0.000161 O        b'+1:lemma:minute'
+0.000152 O        b'+1:lemma:rna'
+0.000142 Gtype    b'lemma:input'
+0.000138 Gtype    b'lemma:mutant'
+0.000125 Gtype    b'lemma:-rcb-'
+0.000110 Gtype    b'postag::'
+0.000080 Phase    b'-1:postag:IN'
+0.000061 Phase    b'+1:lemma:aerobically'
+0.000056 OD       b'postag:IN'
+0.000055 Phase    b'+1:postag:RB'
+0.000045 Supp     b'lemma:2'
+0.000036 OD       b'+1:lemma:mid-log'
+0.000020 O        b'-1:lemma:m9'
+0.000015 Supp     b'lemma:\xc2\xb5m'
+0.000013 Supp     b'-1:lemma:10'
+0.000012 O        b'+1:postag:SYM'
+0.000012 Med      b'-1:lemma:g/l'
+0.000011 O        b'+1:lemma:min'
+-0.000010 O        b'-1:lemma:g/l'
+-0.000013 O        b'lemma:cell'
+-0.000022 O        b'-1:lemma:1'
+-0.000023 O        b'+1:lemma:mm'
+-0.000025 O        b'+1:lemma:medium'
+-0.000054 Gtype    b'+1:lemma:2'
+-0.000084 O        b'lemma:10'
+-0.000087 OD       b'-1:postag:DT'
+-0.000166 Gtype    b'postag:CD'
+-0.000166 O        b'+1:lemma:rep1'
+-0.000189 O        b'-1:lemma:um'
+-0.000189 O        b'+1:lemma:paraquat'
+-0.000301 O        b'lemma:m63'
+-0.000348 OD       b'+1:postag:NNS'
+-0.000501 OD       b'+1:postag:-LRB-'
+-0.001014 O        b'lemma:lb'
+-0.001025 O        b'+1:lemma:300'
+-0.001085 O        b'+1:lemma:minimal'
+-0.001319 O        b'+1:lemma:phase'
+-0.001982 O        b'+1:lemma:fnr'
+-0.002311 O        b'+1:lemma:grow'
+-0.003075 O        b'+1:lemma:until'
+-0.003743 O        b'+1:lemma:0.3'
+-0.004269 O        b'lemma:grow'
+-0.004318 O        b'+1:lemma:0.4'
+-0.005882 O        b'+1:lemma:25'
+-0.005961 O        b'-1:lemma:,'
+-0.005961 O        b'-1:postag:,'
+-0.006723 O        b'-1:lemma:n2'
+-0.006973 Air      b'-1:lemma:and'
+-0.007306 Supp     b'-1:lemma:for'
+-0.007868 O        b'lemma:5'
+-0.011921 O        b'lemma:95'
+-0.012399 O        b'-1:lemma:95'
+-0.015125 O        b'+1:lemma:antibody'
+-0.018199 O        b'lemma:25'
+-0.020534 OD       b'-1:lemma:a'
+-0.021998 O        b'-1:lemma:25'
+-0.024040 OD       b'+1:lemma:and'
+-0.027503 O        b'-1:lemma:70'
+-0.030355 Air      b'postag:CC'
+-0.031431 O        b'-1:postag:VBN'
+-0.034243 OD       b'+1:postag:CD'
+-0.035178 O        b'-1:lemma:mm'
+-0.037036 Air      b'-1:lemma:aerobically'
+-0.044409 O        b'-1:lemma:-lrb-'
+-0.045497 O        b'-1:lemma:\xe2\x88\x86'
+-0.053514 O        b'+1:lemma:o2'
+-0.057056 pH       b'postag:NN'
+-0.059321 O        b'lemma:e.'
+-0.060480 O        b'+1:lemma:arginine'
+-0.064459 O        b'-1:lemma:0.1'
+-0.065478 O        b'lemma:o2'
+-0.086735 O        b'-1:postag:IN'
+-0.088151 Supp     b'postag:CC'
+-0.090770 O        b'+1:lemma:5'
+-0.090829 Med      b'+1:postag:NNS'
+-0.097005 O        b'-1:lemma:e.'
+-0.102356 O        b'-1:lemma:from'
+-0.105701 O        b'-1:lemma:rifampicin'
+-0.107290 Supp     b'lemma:and'
+-0.111321 Gtype    b'+1:postag:IN'
+-0.122840 O        b'+1:lemma:-rrb-'
+-0.131840 O        b'-1:lemma:mid-log'
+-0.136836 OD       b'+1:postag:CC'
+-0.145723 O        b'-1:postag:-LRB-'
+-0.146980 O        b'-1:lemma:o2'
+-0.156899 O        b'-1:lemma:of'
+-0.167701 Phase    b'-1:lemma:at'
+-0.175342 Anti     b'+1:postag:JJ'
+-0.183517 OD       b'+1:postag:NN'
+-0.190021 O        b'-1:lemma:30'
+-0.208806 Temp     b'postag:NN'
+-0.208824 Temp     b'postag:JJ'
+-0.215629 O        b'lemma:co2'
+-0.221546 Air      b'-1:lemma:or'
+-0.241850 O        b'lemma:\xe2\x88\x86'
+-0.242801 Technique b'-1:lemma::'
+-0.243926 Supp     b'+1:postag:VBN'
+-0.244243 O        b'lemma:30'
+-0.246547 Med      b'-1:postag:IN'
+-0.268422 O        b'-1:lemma:ml'
+-0.274527 Med      b'+1:postag:IN'
+-0.289790 O        b'+1:postag:IN'
+-0.291195 O        b'+1:postag:-RRB-'
+-0.293140 Med      b'+1:postag:NN'
+-0.299342 O        b'lemma:phase'
+-0.302946 O        b'+1:postag:NNS'
+-0.306118 O        b'+1:lemma:.'
+-0.306118 O        b'+1:postag:.'
+-0.308929 Gtype    b'-1:postag:NN'
+-0.317569 Air      b'-1:postag:CC'
+-0.323438 Phase    b'-1:postag:NN'
+-0.327100 O        b'-1:lemma:cra'
+-0.329119 Med      b'-1:postag:NN'
+-0.343139 O        b'+1:lemma:+'
+-0.359236 O        b'+1:lemma:%'
+-0.360527 Air      b'postag:CD'
+-0.364000 O        b'lemma:0.3'
+-0.365750 O        b'lemma:aerobically'
+-0.415947 O        b'-1:lemma:sample'
+-0.429967 O        b'-1:lemma:od600'
+-0.455391 O        b'lemma:dissolve'
+-0.463970 O        b'postag:RB'
+-0.467344 Technique b'-1:postag::'
+-0.494024 Temp     b'+1:lemma:to'
+-0.494024 Temp     b'+1:postag:TO'
+-0.508881 O        b'-1:lemma:rpob'
+-0.523986 O        b'lemma:media'
+-0.535749 Air      b'-1:postag:JJ'
+-0.551274 O        b'lemma:anaerobically'
+-0.552430 Phase    b'+1:postag:NN'
+-0.564731 O        b'lemma:20'
+-0.567109 O        b'-1:lemma:0.2'
+-0.605741 O        b'-1:lemma:grow'
+-0.649536 O        b'lemma:0.2'
+-0.661223 Supp     b'+1:lemma:rifampicin'
+-0.663522 O        b'-1:lemma:37'
+-0.665065 O        b'+1:lemma:fecl2'
+-0.666478 Phase    b'-1:postag:JJ'
+-0.681434 O        b'lemma:od600'
+-0.706506 Temp     b'-1:lemma:\xc2\xb0c'
+-0.709880 O        b'+1:lemma:\xc2\xb0c'
+-0.721412 O        b'-1:lemma:~'
+-0.727136 Supp     b'+1:lemma:acetate'
+-0.743650 O        b'lemma:of'
+-0.759091 O        b'lemma:37'
+-0.796823 OD       b'lemma:-lrb-'
+-0.837874 O        b'-1:postag:VBG'
+-0.842130 O        b'+1:lemma:supplement'
+-0.871087 O        b'+1:postag:VBG'
+-0.919085 O        b'-1:postag::'
+-0.932643 O        b'lemma:0.1'
+-0.946063 O        b'+1:lemma:cell'
+-0.951793 O        b'lemma:mid-log'
+-0.985731 OD       b'postag:-LRB-'
+-1.000812 O        b'-1:lemma:dissolve'
+-1.000812 O        b'+1:lemma:methanol'
+-1.091362 Supp     b'-1:lemma:%'
+-1.092178 O        b'lemma:rifampicin'
+-1.111288 O        b'-1:lemma:IP'
+-1.125339 O        b'lemma:fecl2'
+-1.126515 O        b'-1:lemma:co2'
+-1.133055 O        b'lemma:2h'
+-1.133055 O        b'-1:lemma:additional'
+-1.239727 O        b'+1:lemma:g/l'
+-1.309169 Air      b'+1:postag:JJ'
+-1.364763 O        b'+1:lemma:at'
+-1.408904 Anti     b'postag:NNP'
+-1.492174 O        b'lemma:wt'
+-1.496119 O        b'-1:lemma:nsrr'
+-1.510760 O        b'lemma:methanol'
+-1.588382 O        b'+1:lemma:hour'
+-1.669770 Air      b'postag:NN'
+-1.787096 O        b'+1:lemma:in'
+-1.897543 O        b'-1:lemma:ompr'
+-1.915892 Supp     b'postag:JJ'
+-2.106107 O        b'-1:lemma:2'
+-2.456830 O        b'+1:lemma:2'
+-2.489947 Phase    b'postag:JJ'
+-2.935122 O        b'+1:lemma:1'
+-4.717358 O        b'-1:lemma::'
+-4.976926 O        b'-1:lemma:_'
 

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.07999002423801141, 'c2': 0.000868661924339573}
+best CV score:0.8083684694714717
+model size: 0.12M
+
+Flat F1: 0.797188910586862
+             precision    recall  f1-score   support
+
+         OD      1.000     0.405     0.577        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.878     0.754     0.811        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.947     0.973        19
+        Air      1.000     0.742     0.852        62
+       Anti      0.571     0.444     0.500         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.842     0.802     0.821       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.819     0.699     0.754       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.880     0.744     0.797       480
+
+
+Top likely transitions:
+Agit   -> Agit    6.851914
+Temp   -> Temp    6.755805
+Anti   -> Anti    6.408411
+OD     -> OD      6.070648
+Med    -> Med     5.592163
+Gtype  -> Gtype   5.552172
+Gversion -> Gversion 5.270252
+Air    -> Air     4.673888
+Supp   -> Supp    4.485002
+Phase  -> Phase   4.276420
+O      -> O       4.272212
+Technique -> Technique 3.801130
+pH     -> pH      2.239489
+Gtype  -> Supp    1.797612
+O      -> Gtype   1.020757
+O      -> Technique 0.845864
+O      -> Supp    0.684262
+O      -> Anti    0.542673
+Substrain -> Gtype   0.423988
+Technique -> Air     0.409033
+O      -> Temp    0.245701
+Med    -> O       0.105696
+O      -> Gversion 0.000171
+Gtype  -> pH      0.000014
+Technique -> OD      -0.019259
+Vess   -> O       -0.025654
+pH     -> O       -0.063409
+Air    -> OD      -0.082675
+Air    -> Temp    -0.095090
+Air    -> O       -0.133376
+Supp   -> OD      -0.159102
+Anti   -> O       -0.247448
+OD     -> Air     -0.261699
+Gtype  -> Med     -0.274175
+OD     -> Gtype   -0.277593
+Strain -> O       -0.369145
+Phase  -> Air     -0.387062
+O      -> Phase   -0.394932
+Phase  -> O       -0.493736
+Supp   -> O       -0.534752
+Air    -> Phase   -0.600512
+Supp   -> Air     -0.640514
+OD     -> Med     -0.713090
+Technique -> O       -0.754114
+Technique -> Gtype   -0.754511
+O      -> OD      -0.776176
+O      -> Med     -0.780627
+Gtype  -> O       -0.801612
+Gtype  -> OD      -0.934362
+Air    -> Med     -1.257535
+
+
+Top unlikely transitions:
+Supp   -> Supp    4.485002
+Phase  -> Phase   4.276420
+O      -> O       4.272212
+Technique -> Technique 3.801130
+pH     -> pH      2.239489
+Gtype  -> Supp    1.797612
+O      -> Gtype   1.020757
+O      -> Technique 0.845864
+O      -> Supp    0.684262
+O      -> Anti    0.542673
+Substrain -> Gtype   0.423988
+Technique -> Air     0.409033
+O      -> Temp    0.245701
+Med    -> O       0.105696
+O      -> Gversion 0.000171
+Gtype  -> pH      0.000014
+Technique -> OD      -0.019259
+Vess   -> O       -0.025654
+pH     -> O       -0.063409
+Air    -> OD      -0.082675
+Air    -> Temp    -0.095090
+Air    -> O       -0.133376
+Supp   -> OD      -0.159102
+Anti   -> O       -0.247448
+OD     -> Air     -0.261699
+Gtype  -> Med     -0.274175
+OD     -> Gtype   -0.277593
+Strain -> O       -0.369145
+Phase  -> Air     -0.387062
+O      -> Phase   -0.394932
+Phase  -> O       -0.493736
+Supp   -> O       -0.534752
+Air    -> Phase   -0.600512
+Supp   -> Air     -0.640514
+OD     -> Med     -0.713090
+Technique -> O       -0.754114
+Technique -> Gtype   -0.754511
+O      -> OD      -0.776176
+O      -> Med     -0.780627
+Gtype  -> O       -0.801612
+Gtype  -> OD      -0.934362
+Air    -> Med     -1.257535
+Gtype  -> Anti    -1.262843
+OD     -> O       -1.377165
+Supp   -> Med     -1.741716
+Agit   -> O       -1.885756
+Substrain -> O       -1.895216
+Med    -> Supp    -2.409765
+O      -> Air     -2.508634
+Phase  -> OD      -2.584465
+
+
+Top positive:
+11.849885 Air      b'word:Aerobic'
+7.837435 Air      b'lemma:anaerobic'
+7.665723 O        b'word:Cra'
+7.042313 Air      b'word:Anaerobic'
+6.037970 O        b'lemma:_'
+6.037970 O        b'word:_'
+5.584218 O        b'postag::'
+5.431231 O        b'-1:lemma:ChIP-exo'
+5.349382 Med      b'lemma:MOPS'
+5.349382 Med      b'word:MOPS'
+5.289872 Technique b'word:ChIP-Seq'
+5.021757 Supp     b'lemma:nh4cl'
+4.898148 O        b'lemma:Custom'
+4.898148 O        b'word:Custom'
+4.861257 Phase    b'lemma:stationary'
+4.861257 Phase    b'word:stationary'
+4.814387 Technique b'lemma:rna-seq'
+4.799463 Technique b'word:ChIPSeq'
+4.773443 Supp     b'lemma:nitrate'
+4.773443 Supp     b'word:nitrate'
+4.681396 O        b'+1:postag:RB'
+4.678066 Supp     b'-1:word:Cra'
+4.674952 Technique b'word:ChIP-exo'
+4.673460 O        b'lemma:rpob'
+4.673460 O        b'word:RpoB'
+4.632286 Med      b'word:LB'
+4.272192 Supp     b'lemma:pq'
+4.272192 Supp     b'word:PQ'
+4.216477 Supp     b'lemma:arginine'
+4.158847 O        b'lemma:1'
+4.158847 O        b'word:1'
+4.061171 Gtype    b'lemma:wild-type'
+4.017592 O        b'lemma:chip'
+3.861964 OD       b'+1:lemma:stationary'
+3.861964 OD       b'+1:word:stationary'
+3.805796 O        b'-1:lemma:tag'
+3.744431 O        b'-1:word:Aerobic'
+3.714272 Supp     b'lemma:Iron'
+3.714272 Supp     b'word:Iron'
+3.714272 Supp     b'+1:word:Deficient'
+3.713062 Strain   b'lemma:k-12'
+3.713062 Strain   b'word:K-12'
+3.708676 Technique b'lemma:ChIP-exo'
+3.655103 O        b'lemma:at'
+3.537057 Air      b'postag:RB'
+3.506119 Gversion b'lemma:asm584v2'
+3.506119 Gversion b'word:ASM584v2'
+3.457008 O        b'-1:word:Anaerobic'
+3.440372 O        b'lemma:for'
+3.381566 Gversion b'lemma:chip-seq'
+3.373670 Gtype    b'lemma:delta-fnr'
+3.373670 Gtype    b'word:delta-fnr'
+3.345890 O        b'lemma:a'
+3.268014 Gversion b'-1:lemma:nc'
+3.268014 Gversion b'-1:word:NC'
+3.225995 Air      b'word:anaerobic'
+3.223526 Substrain b'lemma:mg1655'
+3.223526 Substrain b'word:MG1655'
+3.207086 O        b'word:Lrp'
+3.199909 Gversion b'lemma:nc'
+3.199909 Gversion b'word:NC'
+3.184836 O        b'lemma:2'
+3.184836 O        b'word:2'
+3.184258 O        b'-1:word:tag'
+3.161968 Gtype    b'lemma:type'
+3.161968 Gtype    b'word:type'
+3.129124 O        b'lemma:.'
+3.129124 O        b'postag:.'
+3.129124 O        b'word:.'
+3.035046 O        b'lemma:2-3'
+3.035046 O        b'word:2-3'
+3.031993 Gtype    b'lemma:\xce\xb4cra'
+3.023750 Gtype    b'word:\xce\x94cra'
+3.015053 O        b'-1:lemma:lb'
+2.985389 O        b'postag:IN'
+2.963040 O        b'+1:word:ChIP-Seq'
+2.954499 Gtype    b'-1:lemma:\xe2\x88\x86'
+2.954499 Gtype    b'-1:word:\xe2\x88\x86'
+2.921032 Gtype    b'lemma:flag-tag'
+2.921032 Gtype    b'-1:lemma:c-terminal'
+2.921032 Gtype    b'word:Flag-tag'
+2.921032 Gtype    b'-1:word:C-terminal'
+2.914388 O        b'lemma:3'
+2.914388 O        b'word:3'
+2.889633 Supp     b'+1:lemma:\xc2\xb5m'
+2.889633 Supp     b'+1:word:\xc2\xb5M'
+2.855964 Technique b'-1:lemma:chip-exo'
+2.841382 Temp     b'-1:word:sample'
+2.838133 Med      b'lemma:LB'
+2.837407 Gtype    b'lemma:wt'
+2.815709 Phase    b'lemma:mid-log'
+2.815709 Phase    b'word:mid-log'
+2.815078 O        b'word:OmpR'
+2.800233 Temp     b'-1:lemma:sample'
+2.743118 Anti     b'lemma:seqa'
+2.743118 Anti     b'word:SeqA'
+2.738947 Gtype    b'lemma:arca8myc'
+2.738947 Gtype    b'word:ArcA8myc'
+2.734940 Supp     b'lemma:rifampicin'
+2.734940 Supp     b'word:rifampicin'
+2.713912 Technique b'lemma:rnaseq'
+2.713912 Technique b'word:RNASeq'
+2.676140 O        b'+1:postag:NNP'
+2.668046 Gtype    b'postag:-RRB-'
+2.666708 O        b'lemma:rep1'
+2.666708 O        b'word:rep1'
+2.639615 O        b'word:for'
+2.628763 O        b'lemma:with'
+2.628763 O        b'word:with'
+2.602495 O        b'lemma:b'
+2.602495 O        b'word:B'
+2.600005 O        b'+1:postag:VBP'
+2.593478 Supp     b'+1:word:hours'
+2.586011 Technique b'lemma:chipseq'
+2.559150 Strain   b'+1:lemma:substr'
+2.559150 Strain   b'+1:word:substr'
+2.527855 Supp     b'lemma:no3'
+2.527855 Supp     b'word:NO3'
+2.521274 O        b'lemma:-'
+2.521274 O        b'word:-'
+2.481893 O        b'lemma:rep3'
+2.481893 O        b'word:rep3'
+2.477491 Gtype    b'word:WT'
+2.457514 Gtype    b'+1:lemma:type'
+2.457514 Gtype    b'+1:word:type'
+2.445177 Supp     b'lemma:Fe'
+2.445177 Supp     b'word:Fe'
+2.387444 O        b'lemma:rep2'
+2.387444 O        b'word:rep2'
+2.380978 OD       b'lemma:od600'
+2.380978 OD       b'word:OD600'
+2.377956 Anti     b'lemma:anti-rpos'
+2.377956 Anti     b'word:anti-RpoS'
+2.363736 O        b'lemma:oxyr'
+2.363736 O        b'word:OxyR'
+2.360999 Anti     b'lemma:none'
+2.360999 Anti     b'word:none'
+2.343495 Gtype    b'word:wt'
+2.342659 Supp     b'lemma:dpd'
+2.342659 Supp     b'word:DPD'
+2.334798 Gtype    b'lemma:\xce\xb4ompr'
+2.334798 Gtype    b'word:\xce\x94ompR'
+2.303303 O        b'-1:lemma:0.3'
+2.303303 O        b'-1:word:0.3'
+2.262158 O        b'lemma:\xcf\x8332'
+2.262158 O        b'word:\xcf\x8332'
+2.249986 O        b'word:A'
+2.245441 Vess     b'lemma:flask'
+2.245441 Vess     b'-1:lemma:warm'
+2.245441 Vess     b'word:flask'
+2.245441 Vess     b'-1:word:warmed'
+2.238883 O        b'+1:lemma:od600'
+2.238883 O        b'+1:word:OD600'
+2.225888 O        b'postag:DT'
+2.181011 O        b'-1:lemma:0.3-0.35'
+2.181011 O        b'-1:word:0.3-0.35'
+2.166240 O        b'lemma:or'
+2.166240 O        b'word:or'
+2.155012 Supp     b'lemma:acetate'
+2.155012 Supp     b'word:acetate'
+2.153135 OD       b'lemma:od450'
+2.153135 OD       b'word:OD450'
+2.153135 OD       b'-1:word:At'
+2.131868 Supp     b'lemma:glucose'
+2.131868 Supp     b'word:glucose'
+2.127183 Anti     b'+1:lemma:antibody'
+2.127183 Anti     b'+1:word:antibody'
+2.127102 O        b'lemma:culture'
+2.121306 Med      b'+1:lemma:0.4'
+2.121306 Med      b'+1:word:0.4'
+2.104976 Anti     b'lemma:anti-myc'
+2.104976 Anti     b'word:anti-myc'
+2.090073 Supp     b'lemma:iptg'
+2.090073 Supp     b'word:IPTG'
+2.088014 O        b'lemma:chip-fnr'
+2.088014 O        b'word:chip-Fnr'
+2.087065 Gtype    b'lemma:nsrr'
+2.087065 Gtype    b'word:NsrR'
+2.069607 O        b'+1:postag::'
+2.049162 Phase    b'-1:word:growing'
+2.041081 Gversion b'word:ChIP-Seq'
+2.034077 O        b'-1:word:fnr'
+2.027233 Gtype    b'+1:postag::'
+2.026441 Gtype    b'postag:JJ'
+2.012468 O        b'postag:VBN'
+2.003087 O        b'lemma:soxs'
+2.003087 O        b'word:SoxS'
+2.003087 O        b'lemma:soxr'
+2.003087 O        b'word:SoxR'
+1.984406 O        b'+1:lemma:o.d.'
+1.984406 O        b'+1:word:O.D.'
+1.975363 OD       b'+1:postag:JJ'
+1.968960 Air      b'-1:lemma:ChIP-Seq'
+1.968960 Air      b'-1:word:ChIP-Seq'
+1.963497 Gtype    b'lemma:pk4854'
+1.963497 Gtype    b'word:PK4854'
+1.957953 Gtype    b'word:cra'
+1.957254 Air      b'lemma:anerobically'
+1.957254 Air      b'word:anerobically'
+1.954863 O        b'+1:lemma:pq'
+
+
+Top negative:
+-0.090059 O        b'-1:lemma:e.'
+-0.092645 O        b'+1:postag:-RRB-'
+-0.095582 O        b'-1:word:the'
+-0.095914 O        b'+1:lemma:minimal'
+-0.095914 O        b'+1:word:minimal'
+-0.096813 Strain   b'postag:NN'
+-0.100844 O        b'word:LB'
+-0.102252 O        b'lemma:anaerobic'
+-0.106574 OD       b'+1:postag:CC'
+-0.107348 Air      b'+1:postag:NN'
+-0.107934 O        b'-1:word:grown'
+-0.108595 Supp     b'-1:postag:VBG'
+-0.108740 pH       b'postag:NN'
+-0.112315 O        b'-1:lemma:ml'
+-0.112801 O        b'+1:lemma:rep1'
+-0.112801 O        b'+1:word:rep1'
+-0.112908 O        b'-1:lemma:od600'
+-0.112908 O        b'-1:word:OD600'
+-0.115106 Air      b'-1:postag:CC'
+-0.115496 O        b'lemma:co2'
+-0.115496 O        b'word:CO2'
+-0.122244 O        b'-1:lemma:the'
+-0.124640 O        b'-1:lemma:~'
+-0.124640 O        b'-1:word:~'
+-0.127544 OD       b'+1:lemma:and'
+-0.127544 OD       b'+1:word:and'
+-0.129259 O        b'-1:lemma:-lrb-'
+-0.129259 O        b'-1:word:-LRB-'
+-0.133618 O        b'+1:lemma:_'
+-0.133618 O        b'+1:word:_'
+-0.135372 O        b'+1:lemma:\xc2\xb0c'
+-0.135372 O        b'+1:word:\xc2\xb0C'
+-0.136841 Technique b'isNumber'
+-0.139019 O        b'lemma:30'
+-0.139019 O        b'word:30'
+-0.139199 Phase    b'-1:postag:NN'
+-0.149458 O        b'+1:lemma:5'
+-0.149458 O        b'+1:word:5'
+-0.151250 OD       b'postag:JJ'
+-0.152851 Supp     b'+1:lemma:acetate'
+-0.152851 Supp     b'+1:word:acetate'
+-0.156762 O        b'+1:lemma:.'
+-0.156762 O        b'+1:postag:.'
+-0.156762 O        b'+1:word:.'
+-0.158764 O        b'-1:postag:-LRB-'
+-0.161868 Gversion b'-1:postag:NN'
+-0.163014 pH       b'isLower'
+-0.167779 O        b'-1:lemma:30'
+-0.167779 O        b'-1:word:30'
+-0.171168 O        b'lemma:150'
+-0.171168 O        b'+1:lemma:mg/ml'
+-0.171168 O        b'word:150'
+-0.171168 O        b'+1:word:mg/mL'
+-0.176143 O        b'lemma:0.3'
+-0.176143 O        b'word:0.3'
+-0.187819 O        b'lemma:aerobically'
+-0.187819 O        b'word:aerobically'
+-0.198962 O        b'word:hours'
+-0.212759 Med      b'+1:postag:NNS'
+-0.224619 Gtype    b'-1:postag:SYM'
+-0.228665 O        b'lemma:fecl2'
+-0.228665 O        b'word:FeCl2'
+-0.233718 O        b'+1:lemma:or'
+-0.233718 O        b'+1:word:or'
+-0.234368 O        b'lemma:e.'
+-0.236980 O        b'lemma:dissolve'
+-0.236980 O        b'word:dissolved'
+-0.241256 Supp     b'+1:lemma:rifampicin'
+-0.241256 Supp     b'+1:word:rifampicin'
+-0.241793 O        b'-1:word:ml'
+-0.242844 O        b'-1:lemma:mid-log'
+-0.242844 O        b'-1:word:mid-log'
+-0.244892 O        b'-1:lemma:o2'
+-0.244892 O        b'-1:word:O2'
+-0.250659 O        b'-1:lemma:0.2'
+-0.250659 O        b'-1:word:0.2'
+-0.257587 Air      b'-1:postag:JJ'
+-0.275537 O        b'+1:postag:IN'
+-0.276339 Agit     b'isUpper'
+-0.288029 O        b'lemma:minimal'
+-0.288029 O        b'word:minimal'
+-0.288682 O        b'lemma:0.2'
+-0.288682 O        b'word:0.2'
+-0.295170 O        b'+1:lemma:%'
+-0.295170 O        b'+1:word:%'
+-0.312769 Supp     b'+1:postag:IN'
+-0.314136 O        b'lemma:of'
+-0.314136 O        b'word:of'
+-0.316019 O        b'lemma:phase'
+-0.316019 O        b'word:phase'
+-0.317543 O        b'-1:lemma:rpob'
+-0.317543 O        b'-1:word:RpoB'
+-0.352099 O        b'lemma:0.1'
+-0.352099 O        b'word:0.1'
+-0.354536 O        b'-1:lemma:grow'
+-0.355121 O        b'+1:postag:NNS'
+-0.360104 O        b'lemma:dpd'
+-0.360104 O        b'word:DPD'
+-0.361422 Med      b'postag:CD'
+-0.374440 Air      b'+1:postag:JJ'
+-0.374640 O        b'+1:lemma:c'
+-0.386040 O        b'lemma:medium'
+-0.386040 O        b'word:medium'
+-0.425432 OD       b'+1:postag:NN'
+-0.433655 Med      b'+1:postag:NN'
+-0.442754 Supp     b'-1:postag:NNP'
+-0.444075 O        b'-1:postag:IN'
+-0.462977 O        b'-1:lemma:IP'
+-0.462977 O        b'-1:word:IP'
+-0.473099 O        b'lemma:od600'
+-0.473099 O        b'word:OD600'
+-0.475947 Supp     b'-1:lemma:%'
+-0.475947 Supp     b'-1:word:%'
+-0.478194 Supp     b'+1:postag:VBN'
+-0.493813 O        b'-1:lemma:dissolve'
+-0.493813 O        b'+1:lemma:methanol'
+-0.493813 O        b'-1:word:dissolved'
+-0.493813 O        b'+1:word:methanol'
+-0.496860 Temp     b'+1:lemma:to'
+-0.496860 Temp     b'+1:postag:TO'
+-0.496860 Temp     b'+1:word:to'
+-0.499631 O        b'word:WT'
+-0.513610 Temp     b'postag:NN'
+-0.514977 O        b'lemma:glucose'
+-0.514977 O        b'word:glucose'
+-0.536212 OD       b'lemma:-lrb-'
+-0.536212 OD       b'word:-LRB-'
+-0.551562 O        b'lemma:media'
+-0.551562 O        b'word:media'
+-0.560747 O        b'+1:lemma:fecl2'
+-0.560747 O        b'+1:word:FeCl2'
+-0.568774 O        b'-1:lemma:co2'
+-0.568774 O        b'-1:word:CO2'
+-0.570589 O        b'lemma:20'
+-0.570589 O        b'word:20'
+-0.601473 O        b'-1:lemma:37'
+-0.601473 O        b'-1:word:37'
+-0.606741 O        b'+1:word:ChIP-exo'
+-0.613813 O        b'+1:lemma:g/l'
+-0.613813 O        b'+1:word:g/L'
+-0.619083 OD       b'postag:-LRB-'
+-0.649236 O        b'+1:word:C'
+-0.665832 O        b'+1:lemma:supplement'
+-0.665832 O        b'+1:word:supplemented'
+-0.674327 O        b'lemma:37'
+-0.674327 O        b'word:37'
+-0.686899 O        b'lemma:2h'
+-0.686899 O        b'-1:lemma:additional'
+-0.686899 O        b'word:2h'
+-0.686899 O        b'-1:word:additional'
+-0.702076 O        b'+1:lemma:in'
+-0.702076 O        b'+1:word:in'
+-0.720953 Med      b'-1:postag:NN'
+-0.734913 Med      b'+1:postag:IN'
+-0.738740 O        b'postag:RB'
+-0.780009 Supp     b'-1:postag:NN'
+-0.812687 Phase    b'-1:postag:JJ'
+-0.862547 O        b'+1:lemma:at'
+-0.862547 O        b'+1:word:at'
+-0.884705 O        b'lemma:anaerobically'
+-0.884705 O        b'word:anaerobically'
+-0.954289 O        b'lemma:rifampicin'
+-0.954289 O        b'word:rifampicin'
+-0.975364 O        b'+1:lemma:hour'
+-0.985559 O        b'-1:lemma:nsrr'
+-0.985559 O        b'-1:word:NsrR'
+-0.997260 O        b'-1:postag::'
+-1.064484 O        b'+1:lemma:2'
+-1.064484 O        b'+1:word:2'
+-1.067361 O        b'+1:postag:VBG'
+-1.084453 Temp     b'isLower'
+-1.090676 Technique b'isLower'
+-1.096556 Air      b'postag:NN'
+-1.130890 O        b'-1:postag:VBG'
+-1.137066 O        b'lemma:methanol'
+-1.137066 O        b'word:methanol'
+-1.146647 Med      b'-1:postag:IN'
+-1.273126 Gtype    b'isUpper'
+-1.333154 OD       b'isNumber'
+-1.341950 Anti     b'postag:NNP'
+-1.346674 O        b'lemma:wt'
+-1.359316 O        b'-1:lemma:2'
+-1.359316 O        b'-1:word:2'
+-1.393623 O        b'lemma:mid-log'
+-1.393623 O        b'word:mid-log'
+-1.528613 Supp     b'postag:CC'
+-1.536721 O        b'-1:lemma:ompr'
+-1.544831 O        b'+1:lemma:1'
+-1.544831 O        b'+1:word:1'
+-1.748788 Gtype    b'isLower'
+-2.010239 O        b'+1:word:hours'
+-2.214812 Gversion b'isLower'
+-2.235984 O        b'-1:lemma:_'
+-2.235984 O        b'-1:word:_'
+-2.367089 Supp     b'postag:JJ'
+-2.519281 O        b'-1:lemma::'
+-2.519281 O        b'-1:word::'
+-2.594531 O        b'word:cells'
+-3.006120 Gtype    b'isNumber'
+-3.055847 Phase    b'postag:JJ'
+

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.3568772328262357, 'c2': 0.03679897833962741}
+best CV score:0.7912405713814187
+model size: 0.06M
+
+Flat F1: 0.7675992381773036
+             precision    recall  f1-score   support
+
+         OD      1.000     0.405     0.577        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.800     0.842     0.821        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.789     0.882        19
+        Air      0.780     0.742     0.760        62
+       Anti      0.800     0.444     0.571         9
+     Strain      0.000     0.000     0.000         1
+      Gtype      0.845     0.774     0.808       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.806     0.640     0.713       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.842     0.723     0.768       480
+
+
+Top likely transitions:
+OD     -> OD      5.955565
+Agit   -> Agit    5.919199
+Temp   -> Temp    5.457223
+Med    -> Med     5.142852
+Anti   -> Anti    5.096560
+Air    -> Air     4.785647
+Gtype  -> Gtype   4.265020
+O      -> O       4.167033
+Gversion -> Gversion 4.096654
+Supp   -> Supp    4.095690
+Phase  -> Phase   4.087605
+Technique -> Technique 3.540826
+O      -> Supp    2.079503
+Gtype  -> Supp    1.995901
+Air    -> O       1.832886
+pH     -> pH      1.823851
+Substrain -> Gtype   1.407319
+O      -> Gtype   1.287017
+O      -> Technique 1.257508
+O      -> Anti    0.872529
+Technique -> Air     0.856385
+O      -> Temp    0.849337
+Med    -> O       0.823339
+OD     -> Phase   0.567936
+Supp   -> O       0.535077
+O      -> Gversion 0.454745
+Temp   -> O       0.378011
+O      -> Med     0.340773
+Phase  -> O       0.256163
+Gtype  -> Air     0.217223
+Gtype  -> pH      0.173493
+O      -> Phase   0.079173
+O      -> Strain  0.031985
+Supp   -> Air     -0.000004
+Gtype  -> Anti    -0.020854
+Gtype  -> Gversion -0.026214
+Technique -> Gtype   -0.122709
+OD     -> O       -0.164948
+Technique -> pH      -0.215348
+Supp   -> Med     -0.427866
+O      -> Air     -0.523868
+Agit   -> O       -0.572132
+Substrain -> O       -0.707348
+Gtype  -> OD      -0.819099
+Med    -> Supp    -0.863239
+Phase  -> OD      -0.994549
+
+
+Top unlikely transitions:
+OD     -> OD      5.955565
+Agit   -> Agit    5.919199
+Temp   -> Temp    5.457223
+Med    -> Med     5.142852
+Anti   -> Anti    5.096560
+Air    -> Air     4.785647
+Gtype  -> Gtype   4.265020
+O      -> O       4.167033
+Gversion -> Gversion 4.096654
+Supp   -> Supp    4.095690
+Phase  -> Phase   4.087605
+Technique -> Technique 3.540826
+O      -> Supp    2.079503
+Gtype  -> Supp    1.995901
+Air    -> O       1.832886
+pH     -> pH      1.823851
+Substrain -> Gtype   1.407319
+O      -> Gtype   1.287017
+O      -> Technique 1.257508
+O      -> Anti    0.872529
+Technique -> Air     0.856385
+O      -> Temp    0.849337
+Med    -> O       0.823339
+OD     -> Phase   0.567936
+Supp   -> O       0.535077
+O      -> Gversion 0.454745
+Temp   -> O       0.378011
+O      -> Med     0.340773
+Phase  -> O       0.256163
+Gtype  -> Air     0.217223
+Gtype  -> pH      0.173493
+O      -> Phase   0.079173
+O      -> Strain  0.031985
+Supp   -> Air     -0.000004
+Gtype  -> Anti    -0.020854
+Gtype  -> Gversion -0.026214
+Technique -> Gtype   -0.122709
+OD     -> O       -0.164948
+Technique -> pH      -0.215348
+Supp   -> Med     -0.427866
+O      -> Air     -0.523868
+Agit   -> O       -0.572132
+Substrain -> O       -0.707348
+Gtype  -> OD      -0.819099
+Med    -> Supp    -0.863239
+Phase  -> OD      -0.994549
+
+
+Top positive:
+7.311391 O        b'lemma:_'
+6.386213 O        b'lemma:1'
+5.942659 Air      b'lemma:anaerobic'
+5.902775 Supp     b'lemma:Iron'
+5.497006 Strain   b'lemma:k-12'
+5.443070 Air      b'lemma:aerobic'
+5.417956 Technique b'lemma:ChIP-exo'
+5.360099 O        b'lemma:2'
+4.972296 Phase    b'lemma:mid-log'
+4.783538 O        b'postag:IN'
+4.776370 Supp     b'lemma:nitrate'
+4.762645 O        b'lemma:rpob'
+4.691195 Air      b'-1:lemma:ChIP-Seq'
+4.618875 O        b'lemma:3'
+4.601053 Substrain b'lemma:mg1655'
+4.462226 Technique b'lemma:chipseq'
+4.387311 Phase    b'lemma:stationary'
+4.222036 OD       b'lemma:od600'
+4.073562 Gtype    b'+1:lemma:type'
+4.057916 Supp     b'lemma:pq'
+3.985864 Supp     b'lemma:nh4cl'
+3.972087 Gtype    b'lemma:\xce\xb4cra'
+3.961883 Air      b'lemma:Aerobic'
+3.882824 O        b'postag::'
+3.851044 Gtype    b'lemma:type'
+3.817888 Gtype    b'-1:lemma:\xe2\x88\x86'
+3.749284 Gtype    b'lemma:flag-tag'
+3.749284 Gtype    b'-1:lemma:c-terminal'
+3.742652 Gtype    b'lemma:wt'
+3.740216 Med      b'lemma:lb'
+3.740189 Supp     b'lemma:glucose'
+3.732373 O        b'lemma:rep1'
+3.722079 O        b'lemma:b'
+3.685687 Gversion b'lemma:asm584v2'
+3.675629 Gversion b'lemma:nc'
+3.658421 Supp     b'+1:lemma:\xc2\xb5m'
+3.453987 O        b'lemma:a'
+3.428380 O        b'lemma:rep2'
+3.424503 Med      b'lemma:LB'
+3.414190 Gtype    b'lemma:arca8myc'
+3.403980 O        b'-1:lemma:ChIP-exo'
+3.303023 Med      b'lemma:MOPS'
+3.265948 Technique b'lemma:rna-seq'
+3.251521 Technique b'lemma:ChIP-Seq'
+3.210550 O        b'lemma:\xcf\x8332'
+3.209996 O        b'lemma:Cra'
+3.119550 O        b'postag:VBN'
+3.109382 Gtype    b'lemma:delta-arca'
+3.070896 O        b'lemma:.'
+3.070896 O        b'postag:.'
+3.047834 Technique b'lemma:chip-seq'
+3.046544 Gtype    b'lemma:\xe2\x88\x86'
+3.018451 Supp     b'lemma:Fe'
+3.007680 Supp     b'lemma:acetate'
+2.972749 Air      b'postag:RB'
+2.971413 O        b'-1:lemma:tag'
+2.959092 Med      b'+1:lemma:0.4'
+2.947878 O        b'lemma:rep3'
+2.936895 Gtype    b'lemma:fnr8myc'
+2.934222 Anti     b'+1:lemma:antibody'
+2.898737 Supp     b'lemma:no3'
+2.896406 O        b'lemma:Custom'
+2.856337 O        b'postag:CC'
+2.850328 Technique b'-1:lemma:IP'
+2.848169 Temp     b'lemma:\xc2\xb0c'
+2.841904 Supp     b'lemma:fructose'
+2.805619 Technique b'lemma:rnaseq'
+2.779984 Gtype    b'lemma:nsrr'
+2.746209 O        b'+1:lemma:od600'
+2.719832 Supp     b'lemma:rifampicin'
+2.673293 O        b'-1:lemma:Aerobic'
+2.634726 Vess     b'lemma:flask'
+2.634726 Vess     b'-1:lemma:warm'
+2.632998 Supp     b'+1:lemma:1'
+2.627950 pH       b'lemma:ph5'
+2.627950 pH       b'+1:lemma:.5'
+2.584412 Gtype    b'lemma:\xce\xb4fur'
+2.580319 OD       b'lemma:od450'
+2.506717 Gtype    b'+1:lemma:with'
+2.487258 Supp     b'lemma:dpd'
+2.454806 Supp     b'+1:lemma:2'
+2.450355 Gversion b'-1:lemma:nc'
+2.405914 O        b'lemma:-'
+2.403636 Supp     b'lemma:arginine'
+2.402149 O        b'-1:lemma:type'
+2.392360 Gtype    b'lemma:delta-fnr'
+2.374469 O        b'-1:lemma:0.3-0.35'
+2.367275 Gversion b'lemma:000913'
+2.362681 O        b'lemma:CEL'
+2.349730 Gversion b'lemma:u00096'
+2.349730 Gversion b'+1:lemma:.2'
+2.344881 Gtype    b'+1:lemma:ph5'
+2.330556 Temp     b'-1:lemma:sample'
+2.315441 Med      b'lemma:m63'
+2.315022 O        b'postag:DT'
+2.300074 Gtype    b'+1:lemma:pq'
+2.267250 Gtype    b'-1:lemma:rpob'
+2.265036 Anti     b'lemma:none'
+2.258989 O        b'-1:lemma:glucose'
+2.231273 Med      b'+1:lemma:minimal'
+2.224003 O        b'+1:postag:RB'
+2.220750 Med      b'lemma:media'
+2.206396 Gtype    b'lemma:wild-type'
+2.185276 Gtype    b'+1:lemma:flagtag'
+2.172170 Temp     b'-1:lemma:\xcf\x8332'
+2.170608 Gversion b'lemma:.2'
+2.170608 Gversion b'-1:lemma:u00096'
+2.168316 O        b'lemma:chip'
+2.140388 pH       b'lemma:.5'
+2.140388 pH       b'-1:lemma:ph5'
+2.092729 Technique b'-1:lemma:chip-exo'
+2.092406 O        b'postag:VBG'
+2.091643 Supp     b'+1:lemma:_'
+2.084452 Gtype    b'-1:lemma:ptac'
+2.084202 Strain   b'+1:lemma:substr'
+2.037782 O        b'+1:postag:NNP'
+2.036707 O        b'lemma:with'
+2.020481 Anti     b'lemma:seqa'
+2.017889 O        b'lemma:affyexp'
+2.016765 O        b'+1:lemma:pq'
+2.014069 Supp     b'-1:lemma:\xc2\xb5m'
+2.007497 OD       b'+1:lemma:stationary'
+2.005510 O        b'lemma:s'
+1.992269 O        b'-1:lemma:l1'
+1.979839 Supp     b'-1:lemma:with'
+1.950746 Med      b'+1:lemma:2.0'
+1.943075 Supp     b'lemma:nacl'
+1.939615 O        b'lemma:or'
+1.934384 O        b'-1:lemma:\xc2\xb0c'
+1.924238 Gversion b'lemma:chip-seq'
+1.912397 Air      b'-1:lemma:-'
+1.907041 O        b'-1:lemma:anaerobic'
+1.897746 Supp     b'lemma:20'
+1.889218 Gtype    b'+1:lemma:_'
+1.887958 Phase    b'-1:lemma:mid-log'
+1.881451 Technique b'+1:lemma:chip-exo'
+1.878291 Temp     b'-1:lemma:43'
+1.855251 pH       b'+1:postag:CD'
+1.845211 Gversion b'lemma:_'
+1.834481 Gtype    b'lemma:\xce\xb4ompr'
+1.833194 O        b'-1:lemma:0.3'
+1.819503 O        b'postag:VBD'
+1.794552 Supp     b'-1:lemma:Cra'
+1.789484 Temp     b'lemma:43'
+1.773482 Supp     b'lemma:iptg'
+1.756704 O        b'lemma:culture'
+1.754791 Temp     b'+1:lemma:\xc2\xb0c'
+1.743371 Technique b'-1:lemma:1'
+1.741538 Temp     b'lemma:37'
+1.722498 Air      b'lemma:anaerobically'
+1.719157 O        b'-1:lemma:lb'
+1.715507 Air      b'-1:lemma:co2'
+1.702741 Med      b'-1:lemma:glucose'
+1.692405 Med      b'lemma:L'
+1.692405 Med      b'+1:lemma:broth'
+1.691874 Med      b'+1:lemma:supplement'
+1.691307 OD       b'-1:lemma:~'
+1.683838 Supp     b'lemma:Leu'
+1.682972 O        b'lemma:genotype/variation'
+1.676442 Gtype    b'lemma:ptac'
+1.663265 O        b'lemma:oxyr'
+1.660953 Anti     b'lemma:anti-rpos'
+1.630672 OD       b'lemma:0.3'
+1.621148 O        b'lemma:-rrb-'
+1.617178 Anti     b'lemma:anti-myc'
+1.604063 O        b'-1:lemma:stpa'
+1.586655 Med      b'lemma:glucose'
+1.585743 Gversion b'+1:lemma:000913'
+1.579174 O        b'postag:SYM'
+1.578068 Gtype    b'-1:lemma:nsrr'
+1.574137 Supp     b'-1:lemma:+'
+1.567060 Gtype    b'+1:postag::'
+1.563299 Gversion b'postag:CD'
+1.544619 Temp     b'-1:lemma:37'
+1.538602 Med      b'+1:lemma:g/l'
+1.528286 O        b'lemma:to'
+1.528286 O        b'postag:TO'
+1.523324 Gtype    b'lemma:\xce\xb4soxs'
+1.518247 Technique b'postag:NNP'
+1.515066 O        b'lemma:Lrp'
+1.503810 Supp     b'+1:lemma:Deficient'
+1.474618 Med      b'postag:NNP'
+1.470896 O        b'lemma:condition'
+1.470694 O        b'postag:NNS'
+1.466882 Vess     b'-1:postag:VBN'
+1.460777 Substrain b'+1:lemma:phtpg'
+1.454367 O        b'lemma:Fur'
+1.445446 Gtype    b'lemma:pk4854'
+1.444799 O        b'lemma:chip-arca'
+1.433832 Air      b'-1:postag:CD'
+1.433106 Supp     b'lemma:of'
+1.427368 Supp     b'lemma:0.2'
+1.416476 Gtype    b'postag:-RRB-'
+1.416028 Med      b'+1:lemma:+'
+1.405123 Gtype    b'+1:lemma:aerobic'
+1.403649 O        b'+1:lemma:chip-seq'
+1.392465 Vess     b'+1:lemma:at'
+1.387929 Air      b'+1:lemma:%'
+1.386557 Air      b'lemma:Anaerobic'
+1.379418 Air      b'lemma:%'
+
+
+Top negative:
+0.046237 Technique b'-1:postag:-LRB-'
+0.044591 O        b'lemma:total'
+0.042487 OD       b'-1:postag:JJ'
+0.041254 Agit     b'+1:lemma:at'
+0.040829 Air      b'-1:lemma:o2'
+0.039691 O        b'+1:postag:SYM'
+0.037763 Air      b'-1:lemma:95'
+0.037597 Med      b'-1:lemma:g/l'
+0.034684 Med      b'-1:postag::'
+0.034326 OD       b'lemma:and'
+0.031598 Supp     b'-1:lemma:ompr'
+0.024936 Technique b'postag:NN'
+0.024683 O        b'lemma:co2'
+0.024521 O        b'-1:lemma:k-12'
+0.023660 O        b'lemma:express'
+0.023660 O        b'+1:lemma:nsrr'
+0.021537 OD       b'-1:postag:-LRB-'
+0.020167 O        b'-1:lemma:respiratory'
+0.019242 Technique b'-1:postag:NN'
+0.017406 O        b'+1:postag:-LRB-'
+0.015124 O        b'lemma:contain'
+0.013912 Agit     b'-1:postag:DT'
+0.013779 O        b'+1:lemma:with'
+0.011889 Supp     b'-1:postag:NN'
+0.010468 O        b'-1:lemma:no3'
+0.007499 O        b'postag:VBZ'
+0.006399 Temp     b'-1:postag:NNS'
+0.006118 O        b'lemma:%'
+0.004379 Med      b'-1:lemma:2'
+0.003940 OD       b'postag:CC'
+0.003905 Gtype    b'lemma::'
+0.003701 O        b'-1:lemma:with'
+0.003698 Air      b'postag:NNP'
+0.003581 O        b'+1:lemma:20'
+0.003278 O        b'+1:lemma:wt'
+0.003056 Gtype    b'-1:postag:NN'
+0.003014 O        b'-1:postag:VBD'
+0.002667 Supp     b'-1:lemma:contain'
+0.002596 O        b'lemma:respiratory'
+0.001697 Agit     b'postag:IN'
+0.001336 O        b'-1:lemma:genotype'
+0.001218 OD       b'+1:postag:-RRB-'
+0.001198 O        b'lemma:mm'
+0.001116 OD       b'postag:CD'
+0.000945 Med      b'lemma:g/l'
+0.000825 O        b'+1:lemma:total'
+0.000744 Air      b'+1:lemma:and'
+0.000698 Gtype    b'-1:lemma:lacz'
+0.000535 O        b'+1:lemma:anaerobically'
+0.000513 O        b'-1:lemma:and'
+0.000496 O        b'+1:lemma:mm'
+0.000435 O        b'-1:lemma:fructose'
+0.000393 O        b'lemma:acetate'
+0.000297 Gtype    b'lemma:wild'
+0.000283 Temp     b'+1:lemma:.'
+0.000283 Temp     b'+1:postag:.'
+0.000099 Phase    b'postag:RB'
+0.000088 Supp     b'lemma:1mm'
+0.000079 O        b'+1:lemma:use'
+0.000050 Supp     b'+1:postag:JJ'
+0.000036 Supp     b'-1:lemma:1g/l'
+0.000026 Supp     b'lemma:paraquat'
+0.000026 O        b'-1:lemma:l2'
+0.000025 OD       b'lemma:\xce\xb4soxr'
+0.000007 pH       b'postag:CD'
+0.000007 Supp     b'lemma:um'
+0.000006 Gtype    b'lemma:small'
+-0.000000 O        b'-1:lemma:cra'
+-0.000009 O        b'+1:lemma:dissolve'
+-0.000017 O        b'-1:lemma:the'
+-0.000043 Supp     b'lemma:and'
+-0.000046 O        b'lemma:\xce\xb4fur'
+-0.000085 O        b'-1:lemma:rifampicin'
+-0.000146 O        b'-1:lemma:iptg'
+-0.000260 OD       b'+1:postag:NNS'
+-0.000627 O        b'-1:lemma:g/l'
+-0.000742 OD       b'postag:JJ'
+-0.001488 O        b'lemma:m63'
+-0.003058 Air      b'postag:CD'
+-0.003448 O        b'+1:lemma:phase'
+-0.004608 Agit     b'postag:NN'
+-0.004847 O        b'-1:lemma:,'
+-0.004847 O        b'-1:postag:,'
+-0.005037 O        b'-1:lemma:ml'
+-0.007684 O        b'+1:lemma:5'
+-0.008395 Air      b'+1:postag:-RRB-'
+-0.008451 Air      b'+1:lemma:-lrb-'
+-0.017107 Med      b'postag:CD'
+-0.017612 Supp     b'postag:CD'
+-0.018284 O        b'+1:lemma:c'
+-0.018326 Air      b'+1:postag:NN'
+-0.018494 O        b'+1:lemma:300'
+-0.020172 O        b'+1:lemma:arginine'
+-0.021074 O        b'+1:lemma:until'
+-0.022065 O        b'-1:lemma:n2'
+-0.022176 Air      b'+1:lemma:-rrb-'
+-0.036363 Gtype    b'postag:CD'
+-0.041102 O        b'+1:lemma:rep1'
+-0.042847 O        b'-1:lemma:e.'
+-0.044979 Air      b'-1:lemma:-lrb-'
+-0.046714 Air      b'-1:postag:CC'
+-0.058789 O        b'-1:lemma:1'
+-0.063701 O        b'lemma:k-12'
+-0.066551 Supp     b'+1:lemma:-rrb-'
+-0.070646 Anti     b'+1:lemma:anti-fur'
+-0.073806 OD       b'+1:postag:CD'
+-0.084658 OD       b'+1:postag:-LRB-'
+-0.084874 O        b'lemma:150'
+-0.084874 O        b'+1:lemma:mg/ml'
+-0.089700 O        b'-1:postag:VBN'
+-0.098890 O        b'lemma:lb'
+-0.104646 Technique b'-1:lemma::'
+-0.109346 Gtype    b'-1:postag:CD'
+-0.117060 Med      b'-1:postag:NN'
+-0.137397 O        b'lemma:\xe2\x88\x86'
+-0.139038 Med      b'+1:postag:IN'
+-0.139665 Supp     b'postag:CC'
+-0.145456 O        b'-1:lemma:0.2'
+-0.166221 Anti     b'+1:postag:JJ'
+-0.168662 O        b'-1:lemma:30'
+-0.170969 Gtype    b'+1:lemma:-lrb-'
+-0.185496 O        b'+1:postag:NNS'
+-0.187775 O        b'+1:lemma:-rrb-'
+-0.189256 O        b'lemma:phase'
+-0.197532 O        b'-1:lemma:~'
+-0.198007 Supp     b'+1:lemma:rifampicin'
+-0.204204 O        b'+1:lemma:.'
+-0.204204 O        b'+1:postag:.'
+-0.216763 Supp     b'+1:postag:-RRB-'
+-0.218250 O        b'+1:lemma:%'
+-0.224866 O        b'lemma:dissolve'
+-0.237242 O        b'-1:postag:IN'
+-0.238328 O        b'-1:lemma:of'
+-0.240558 O        b'+1:lemma:hour'
+-0.240999 O        b'-1:lemma:-lrb-'
+-0.256297 Temp     b'+1:lemma:to'
+-0.256297 Temp     b'+1:postag:TO'
+-0.256467 O        b'+1:lemma:0.3'
+-0.259261 Temp     b'postag:JJ'
+-0.264304 O        b'-1:lemma:from'
+-0.278399 O        b'lemma:20'
+-0.278740 Phase    b'-1:lemma:at'
+-0.285638 O        b'lemma:media'
+-0.332297 O        b'-1:postag:-LRB-'
+-0.344037 O        b'-1:lemma:mid-log'
+-0.360399 Med      b'+1:postag:NN'
+-0.369081 O        b'+1:postag:IN'
+-0.394929 pH       b'postag:NN'
+-0.422222 O        b'lemma:anaerobically'
+-0.424296 O        b'lemma:fecl2'
+-0.437175 O        b'+1:postag:-RRB-'
+-0.454022 O        b'lemma:0.3'
+-0.489502 O        b'+1:lemma:fecl2'
+-0.515212 O        b'-1:lemma:rpob'
+-0.523695 O        b'-1:lemma:ompr'
+-0.548908 O        b'-1:lemma:od600'
+-0.555804 O        b'+1:postag:VBG'
+-0.560571 O        b'-1:lemma:sample'
+-0.564990 O        b'-1:lemma:37'
+-0.571228 O        b'-1:lemma:grow'
+-0.575388 OD       b'+1:postag:NN'
+-0.582274 O        b'lemma:od600'
+-0.590024 Technique b'-1:postag::'
+-0.607317 OD       b'lemma:-lrb-'
+-0.626089 Air      b'-1:postag:JJ'
+-0.675603 O        b'lemma:2h'
+-0.675603 O        b'-1:lemma:additional'
+-0.678009 Supp     b'+1:lemma:acetate'
+-0.680017 O        b'+1:lemma:cell'
+-0.707984 O        b'lemma:0.1'
+-0.736935 O        b'lemma:37'
+-0.745442 O        b'+1:lemma:+'
+-0.767826 O        b'lemma:0.2'
+-0.773161 Temp     b'postag:NN'
+-0.851338 O        b'lemma:wt'
+-0.866767 O        b'-1:lemma:dissolve'
+-0.866767 O        b'+1:lemma:methanol'
+-0.888840 O        b'+1:lemma:g/l'
+-0.912059 O        b'lemma:mid-log'
+-0.950858 O        b'-1:postag::'
+-0.973355 Anti     b'postag:NNP'
+-0.986952 O        b'lemma:of'
+-1.090926 O        b'lemma:methanol'
+-1.112071 O        b'+1:lemma:supplement'
+-1.135645 O        b'lemma:rifampicin'
+-1.140338 O        b'-1:postag:VBG'
+-1.194026 O        b'+1:lemma:at'
+-1.228205 O        b'-1:lemma:co2'
+-1.238990 O        b'-1:lemma:nsrr'
+-1.291964 OD       b'postag:-LRB-'
+-1.351756 O        b'-1:lemma:IP'
+-1.411430 Air      b'+1:postag:JJ'
+-1.429559 O        b'+1:lemma:in'
+-1.505998 Supp     b'postag:JJ'
+-1.647279 Air      b'postag:NN'
+-1.998332 O        b'-1:lemma:2'
+-2.129948 O        b'+1:lemma:2'
+-2.202486 O        b'+1:lemma:1'
+-3.512875 O        b'-1:lemma::'
+-3.774844 O        b'-1:lemma:_'
+

 ********** TRAINING AND TESTING REPORT **********
 Training file: training-data-set-70_v4.txt
 
-best params:{'c1': 0.24365115413317517, 'c2': 0.017603116029939036}
-best CV score:0.797058241278945
+best params:{'c1': 0.18162961741547431, 'c2': 0.010173319055706773}
+best CV score:0.8000535163011767
 model size: 0.06M
 
-Flat F1: 0.7778441635784862
+Flat F1: 0.7788313742200469
              precision    recall  f1-score   support
 
          OD      1.000     0.405     0.577        37
@@ -15,512 +15,524 @@ Flat F1: 0.7778441635784862
        Temp      0.818     1.000     0.900        18
        Vess      0.000     0.000     0.000         0
        Agit      0.000     0.000     0.000         0
-      Phase      1.000     0.895     0.944        19
-        Air      0.780     0.742     0.760        62
+      Phase      1.000     0.947     0.973        19
+        Air      0.754     0.742     0.748        62
        Anti      0.571     0.444     0.500         9
      Strain      1.000     1.000     1.000         1
       Gtype      0.863     0.774     0.816       106
   Substrain      0.000     0.000     0.000         1
-       Supp      0.818     0.662     0.732       136
+       Supp      0.820     0.669     0.737       136
    Gversion      0.000     0.000     0.000         0
 
-avg / total      0.847     0.735     0.778       480
+avg / total      0.844     0.740     0.779       480
 
 
 Top likely transitions:
-OD     -> OD      6.460512
-Agit   -> Agit    6.341871
-Temp   -> Temp    5.624129
-Med    -> Med     5.402282
-Anti   -> Anti    5.214940
-Air    -> Air     4.858980
-Phase  -> Phase   4.544403
-Gtype  -> Gtype   4.483666
-Supp   -> Supp    4.372876
-Gversion -> Gversion 4.358204
-O      -> O       4.356881
-Technique -> Technique 3.828561
-O      -> Supp    2.070080
-Gtype  -> Supp    1.938994
-pH     -> pH      1.828748
-Air    -> O       1.699192
-O      -> Technique 1.307357
-Substrain -> Gtype   1.254891
-O      -> Gtype   1.237193
-O      -> Temp    0.952632
-Med    -> O       0.819857
-OD     -> Phase   0.738941
-Technique -> Air     0.735321
-O      -> Anti    0.520896
-Supp   -> O       0.493996
-Temp   -> O       0.435644
-O      -> Gversion 0.368943
-Phase  -> O       0.362864
-Gtype  -> pH      0.340162
-O      -> Med     0.294591
-Gtype  -> Air     0.108303
-O      -> Strain  0.008465
-Gtype  -> O       -0.094763
-Gtype  -> Anti    -0.194733
-OD     -> O       -0.218649
-Technique -> pH      -0.317427
-Agit   -> O       -0.543505
-Supp   -> Med     -0.600692
-Gtype  -> OD      -0.628749
-O      -> Air     -0.839621
-Substrain -> O       -0.911959
-Med    -> Supp    -1.122521
-Phase  -> OD      -1.131519
+Agit   -> Agit    6.428280
+OD     -> OD      6.391198
+Temp   -> Temp    5.649607
+Med    -> Med     5.539114
+Anti   -> Anti    5.303445
+Air    -> Air     5.166643
+O      -> O       4.665819
+Gversion -> Gversion 4.506373
+Gtype  -> Gtype   4.407445
+Phase  -> Phase   4.396047
+Supp   -> Supp    4.016861
+Technique -> Technique 3.916964
+O      -> Supp    1.874908
+pH     -> pH      1.860916
+Air    -> O       1.770442
+Gtype  -> Supp    1.543348
+O      -> Technique 1.425814
+O      -> Gtype   1.309373
+Substrain -> Gtype   1.304530
+Technique -> Air     0.870147
+O      -> Temp    0.799278
+O      -> Anti    0.706193
+Med    -> O       0.658266
+Temp   -> O       0.368124
+O      -> Gversion 0.329037
+OD     -> Phase   0.304771
+O      -> Med     0.286180
+Gtype  -> pH      0.234567
+Phase  -> O       0.219735
+Supp   -> O       0.186801
+O      -> Strain  0.165838
+O      -> Phase   0.049593
+Gtype  -> Air     0.047789
+O      -> OD      0.017713
+Technique -> O       -0.003305
+OD     -> Med     -0.005961
+Supp   -> Air     -0.145259
+Gtype  -> Med     -0.329989
+OD     -> O       -0.341272
+Gtype  -> O       -0.347754
+Technique -> OD      -0.359361
+Agit   -> O       -0.510570
+Gtype  -> Anti    -0.695655
+Supp   -> Med     -0.748551
+Gtype  -> OD      -0.794417
+O      -> Air     -0.800635
+Substrain -> O       -1.117563
+Phase  -> OD      -1.392334
+Med    -> Supp    -1.659724
 
 
 Top unlikely transitions:
-OD     -> OD      6.460512
-Agit   -> Agit    6.341871
-Temp   -> Temp    5.624129
-Med    -> Med     5.402282
-Anti   -> Anti    5.214940
-Air    -> Air     4.858980
-Phase  -> Phase   4.544403
-Gtype  -> Gtype   4.483666
-Supp   -> Supp    4.372876
-Gversion -> Gversion 4.358204
-O      -> O       4.356881
-Technique -> Technique 3.828561
-O      -> Supp    2.070080
-Gtype  -> Supp    1.938994
-pH     -> pH      1.828748
-Air    -> O       1.699192
-O      -> Technique 1.307357
-Substrain -> Gtype   1.254891
-O      -> Gtype   1.237193
-O      -> Temp    0.952632
-Med    -> O       0.819857
-OD     -> Phase   0.738941
-Technique -> Air     0.735321
-O      -> Anti    0.520896
-Supp   -> O       0.493996
-Temp   -> O       0.435644
-O      -> Gversion 0.368943
-Phase  -> O       0.362864
-Gtype  -> pH      0.340162
-O      -> Med     0.294591
-Gtype  -> Air     0.108303
-O      -> Strain  0.008465
-Gtype  -> O       -0.094763
-Gtype  -> Anti    -0.194733
-OD     -> O       -0.218649
-Technique -> pH      -0.317427
-Agit   -> O       -0.543505
-Supp   -> Med     -0.600692
-Gtype  -> OD      -0.628749
-O      -> Air     -0.839621
-Substrain -> O       -0.911959
-Med    -> Supp    -1.122521
-Phase  -> OD      -1.131519
+Agit   -> Agit    6.428280
+OD     -> OD      6.391198
+Temp   -> Temp    5.649607
+Med    -> Med     5.539114
+Anti   -> Anti    5.303445
+Air    -> Air     5.166643
+O      -> O       4.665819
+Gversion -> Gversion 4.506373
+Gtype  -> Gtype   4.407445
+Phase  -> Phase   4.396047
+Supp   -> Supp    4.016861
+Technique -> Technique 3.916964
+O      -> Supp    1.874908
+pH     -> pH      1.860916
+Air    -> O       1.770442
+Gtype  -> Supp    1.543348
+O      -> Technique 1.425814
+O      -> Gtype   1.309373
+Substrain -> Gtype   1.304530
+Technique -> Air     0.870147
+O      -> Temp    0.799278
+O      -> Anti    0.706193
+Med    -> O       0.658266
+Temp   -> O       0.368124
+O      -> Gversion 0.329037
+OD     -> Phase   0.304771
+O      -> Med     0.286180
+Gtype  -> pH      0.234567
+Phase  -> O       0.219735
+Supp   -> O       0.186801
+O      -> Strain  0.165838
+O      -> Phase   0.049593
+Gtype  -> Air     0.047789
+O      -> OD      0.017713
+Technique -> O       -0.003305
+OD     -> Med     -0.005961
+Supp   -> Air     -0.145259
+Gtype  -> Med     -0.329989
+OD     -> O       -0.341272
+Gtype  -> O       -0.347754
+Technique -> OD      -0.359361
+Agit   -> O       -0.510570
+Gtype  -> Anti    -0.695655
+Supp   -> Med     -0.748551
+Gtype  -> OD      -0.794417
+O      -> Air     -0.800635
+Substrain -> O       -1.117563
+Phase  -> OD      -1.392334
+Med    -> Supp    -1.659724
 
 
 Top positive:
-7.945473 O        b'lemma:_'
-7.412165 Supp     b'lemma:Iron'
-6.926609 Air      b'lemma:anaerobic'
-6.922674 O        b'lemma:1'
-6.590205 Air      b'lemma:aerobic'
-6.223986 Strain   b'lemma:k-12'
-6.187011 Technique b'lemma:ChIP-exo'
-6.130654 Phase    b'lemma:stationary'
-5.864907 Supp     b'lemma:nitrate'
-5.653173 O        b'lemma:2'
-5.610923 O        b'lemma:rpob'
-5.610415 Air      b'-1:lemma:ChIP-Seq'
-5.397732 Phase    b'lemma:mid-log'
-5.255269 O        b'lemma:3'
-5.206599 Technique b'lemma:chipseq'
-4.960561 Substrain b'lemma:mg1655'
-4.914901 O        b'postag:IN'
-4.746312 Supp     b'lemma:pq'
-4.579937 Gtype    b'lemma:\xce\xb4cra'
-4.520187 Gtype    b'lemma:type'
-4.511014 OD       b'lemma:od600'
-4.469574 Gtype    b'lemma:flag-tag'
-4.469574 Gtype    b'-1:lemma:c-terminal'
-4.462810 O        b'lemma:rep1'
-4.392739 O        b'postag::'
-4.375670 Gversion b'lemma:asm584v2'
-4.369737 O        b'lemma:Custom'
-4.356443 O        b'lemma:b'
-4.303923 Technique b'lemma:ChIP-Seq'
-4.302917 Med      b'lemma:MOPS'
-4.296205 Supp     b'lemma:nh4cl'
-4.281883 Gtype    b'-1:lemma:\xe2\x88\x86'
-4.279879 Gtype    b'+1:lemma:type'
-4.270631 O        b'lemma:rep2'
-4.239368 Air      b'lemma:Aerobic'
-4.132080 Gversion b'lemma:nc'
-4.117043 Med      b'lemma:lb'
-4.108014 Supp     b'+1:lemma:\xc2\xb5m'
-4.076646 O        b'lemma:rep3'
-4.043095 Gtype    b'lemma:arca8myc'
-4.041495 Supp     b'lemma:glucose'
-4.033775 O        b'lemma:a'
-4.027421 O        b'-1:lemma:tag'
-4.027011 Med      b'lemma:LB'
-4.007935 O        b'lemma:Cra'
-3.910498 Gtype    b'lemma:wt'
-3.905564 O        b'-1:lemma:ChIP-exo'
-3.870678 O        b'lemma:\xcf\x8332'
-3.727782 Supp     b'lemma:acetate'
-3.697104 Gtype    b'lemma:delta-arca'
-3.647724 Technique b'lemma:rna-seq'
-3.633897 Supp     b'lemma:Fe'
-3.575150 Gtype    b'lemma:fnr8myc'
-3.536159 OD       b'lemma:od450'
-3.488627 Supp     b'lemma:rifampicin'
-3.426221 O        b'lemma:.'
-3.426221 O        b'postag:.'
-3.421248 Technique b'lemma:chip-seq'
-3.389912 Air      b'postag:RB'
-3.367471 Med      b'+1:lemma:0.4'
-3.358386 Gtype    b'lemma:\xe2\x88\x86'
-3.341657 Supp     b'lemma:dpd'
-3.311375 Supp     b'lemma:no3'
-3.301666 Gtype    b'lemma:nsrr'
-3.263607 OD       b'+1:lemma:stationary'
-3.256783 O        b'-1:lemma:Aerobic'
-3.217842 Anti     b'lemma:none'
-3.181572 Gversion b'-1:lemma:nc'
-3.100116 Technique b'lemma:rnaseq'
-3.072172 Gtype    b'lemma:\xce\xb4fur'
-3.058843 O        b'postag:VBN'
-3.028102 Anti     b'+1:lemma:antibody'
-3.018055 Supp     b'lemma:arginine'
-3.012119 Supp     b'+1:lemma:1'
-3.009503 Gtype    b'lemma:delta-fnr'
-2.984566 O        b'lemma:CEL'
-2.976222 O        b'+1:lemma:od600'
-2.972362 Supp     b'lemma:fructose'
-2.971825 Vess     b'lemma:flask'
-2.971825 Vess     b'-1:lemma:warm'
-2.946262 Technique b'-1:lemma:IP'
-2.917769 Temp     b'-1:lemma:sample'
-2.914128 Med      b'+1:lemma:minimal'
-2.847635 Temp     b'lemma:\xc2\xb0c'
-2.845956 O        b'-1:lemma:type'
-2.837114 pH       b'lemma:ph5'
-2.837114 pH       b'+1:lemma:.5'
-2.822859 Supp     b'+1:lemma:2'
-2.819530 O        b'postag:CC'
-2.802486 Gtype    b'+1:lemma:with'
-2.796286 Anti     b'lemma:seqa'
-2.757551 Gtype    b'+1:lemma:pq'
-2.752041 O        b'lemma:chip'
-2.720379 O        b'lemma:-'
-2.697742 Gversion b'lemma:u00096'
-2.697742 Gversion b'+1:lemma:.2'
-2.686468 Technique b'+1:lemma:chip-exo'
-2.652892 O        b'-1:lemma:0.3-0.35'
-2.634884 O        b'-1:lemma:glucose'
-2.605565 Gversion b'lemma:chip-seq'
-2.589331 Strain   b'+1:lemma:substr'
-2.586612 O        b'+1:postag:RB'
-2.568676 O        b'postag:DT'
-2.560900 Temp     b'-1:lemma:\xcf\x8332'
-2.543878 O        b'lemma:with'
-2.514778 Med      b'lemma:m63'
-2.497949 Anti     b'lemma:anti-myc'
-2.469343 pH       b'lemma:.5'
-2.469343 pH       b'-1:lemma:ph5'
-2.464961 Gversion b'lemma:000913'
-2.461605 Gtype    b'-1:lemma:rpob'
-2.454623 O        b'lemma:s'
-2.438821 O        b'+1:postag:NNP'
-2.438655 Gversion b'lemma:.2'
-2.438655 Gversion b'-1:lemma:u00096'
-2.427395 Technique b'-1:lemma:chip-exo'
-2.415443 Anti     b'lemma:anti-rpos'
-2.411875 Temp     b'-1:lemma:43'
-2.410922 Gtype    b'-1:lemma:ptac'
-2.405223 Gtype    b'lemma:\xce\xb4ompr'
-2.401826 O        b'-1:lemma:anaerobic'
-2.390761 O        b'lemma:or'
-2.388354 O        b'-1:lemma:lb'
-2.381109 Gtype    b'+1:lemma:flagtag'
-2.347230 Med      b'+1:lemma:2.0'
-2.324166 Med      b'lemma:media'
-2.310748 O        b'-1:lemma:0.3'
-2.278494 Supp     b'-1:lemma:Cra'
-2.263509 O        b'+1:lemma:pq'
-2.238545 Supp     b'+1:lemma:_'
-2.229756 O        b'-1:lemma:l1'
-2.226389 Air      b'-1:lemma:co2'
-2.200525 Gtype    b'+1:lemma:aerobic'
-2.173774 Supp     b'lemma:nacl'
-2.171575 Substrain b'+1:lemma:phtpg'
-2.149631 Supp     b'lemma:20'
-2.120754 Gtype    b'lemma:wild-type'
-2.119820 Supp     b'-1:lemma:\xc2\xb5m'
-2.113883 O        b'-1:lemma:\xc2\xb0c'
-2.105763 Supp     b'-1:lemma:+'
-2.101125 O        b'lemma:oxyr'
-2.092553 Gtype    b'lemma:\xce\xb4soxs'
-2.090291 Air      b'-1:lemma:-'
-2.081430 Supp     b'lemma:Leu'
-2.062775 O        b'postag:VBG'
-2.055064 O        b'-1:lemma:stpa'
-2.046935 O        b'lemma:condition'
-2.038964 Temp     b'lemma:43'
-2.033948 Supp     b'lemma:iptg'
-2.023886 pH       b'+1:postag:CD'
-2.022782 Gtype    b'+1:lemma:ph5'
-2.013337 Temp     b'-1:lemma:37'
-1.955826 Med      b'lemma:L'
-1.955826 Med      b'+1:lemma:broth'
-1.954859 Temp     b'lemma:37'
-1.927649 O        b'+1:lemma:chip-seq'
-1.919892 Supp     b'-1:lemma:with'
-1.915338 O        b'lemma:affyexp'
-1.911245 Gtype    b'lemma:pk4854'
-1.909261 Phase    b'-1:lemma:mid-log'
-1.895692 Temp     b'+1:lemma:\xc2\xb0c'
-1.886863 O        b'lemma:genotype/variation'
-1.872821 OD       b'-1:lemma:~'
-1.872507 OD       b'lemma:0.3'
-1.858566 Med      b'+1:lemma:supplement'
-1.848644 Gtype    b'lemma:ptac'
-1.844359 O        b'lemma:Lrp'
-1.841048 Med      b'+1:lemma:+'
-1.831366 O        b'lemma:culture'
-1.830571 Gtype    b'-1:postag:VBG'
-1.825208 O        b'lemma:-rrb-'
-1.822383 Gtype    b'lemma:deltaseqa'
-1.822383 Gtype    b'-1:lemma:old'
-1.820507 Gtype    b'-1:lemma:nsrr'
-1.819979 Gtype    b'+1:lemma:_'
-1.784801 Med      b'+1:lemma:g/l'
-1.781733 Technique b'+1:lemma:rna-seq'
-1.778548 Supp     b'+1:lemma:Deficient'
-1.771039 Gversion b'postag:CD'
-1.755561 O        b'lemma:chip-arca'
-1.740739 Supp     b'lemma:methanol'
-1.728483 O        b'lemma:ompr'
-1.717002 Med      b'-1:lemma:ml'
-1.696842 OD       b'lemma:phase'
-1.693821 Supp     b'lemma:Adenine'
-1.677174 Air      b'-1:postag::'
-1.675361 Phase    b'-1:lemma:until'
-1.672716 Air      b'-1:postag:CD'
-1.672711 Med      b'lemma:broth'
-1.672711 Med      b'-1:lemma:L'
-1.672565 Technique b'-1:lemma:input'
-1.666211 Technique b'-1:lemma:_'
-1.663572 Air      b'lemma:Anaerobic'
-1.657183 Gtype    b'-1:lemma:_'
-1.650921 O        b'lemma:Fur'
-1.650554 Gtype    b'-1:postag:VBP'
-1.647569 Med      b'-1:lemma:glucose'
-1.646454 Gtype    b'lemma:WT'
-1.642228 Air      b'lemma:anaerobically'
-1.638505 Supp     b'+1:lemma:hour'
+8.779498 Supp     b'lemma:Iron'
+8.304502 O        b'lemma:_'
+7.618690 Phase    b'lemma:stationary'
+7.484170 Air      b'lemma:anaerobic'
+7.354518 O        b'lemma:1'
+7.067189 Air      b'lemma:aerobic'
+6.669483 Phase    b'lemma:mid-log'
+6.618228 Strain   b'lemma:k-12'
+6.546745 Technique b'lemma:ChIP-exo'
+6.382709 Supp     b'lemma:nitrate'
+6.166994 O        b'lemma:rpob'
+5.942129 Technique b'lemma:chipseq'
+5.857472 Med      b'lemma:MOPS'
+5.774642 Air      b'-1:lemma:ChIP-Seq'
+5.737667 Substrain b'lemma:mg1655'
+5.732281 O        b'lemma:2'
+5.455707 O        b'lemma:3'
+5.364542 Supp     b'lemma:pq'
+5.264936 Gtype    b'lemma:\xce\xb4cra'
+5.213694 Gversion b'lemma:asm584v2'
+5.194289 O        b'-1:lemma:tag'
+5.063868 O        b'lemma:\xcf\x8332'
+5.027668 O        b'lemma:Custom'
+4.891622 OD       b'lemma:od600'
+4.882911 O        b'lemma:rep1'
+4.854545 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.823744 Med      b'lemma:LB'
+4.814164 Gtype    b'+1:lemma:type'
+4.802778 Gtype    b'lemma:flag-tag'
+4.802778 Gtype    b'-1:lemma:c-terminal'
+4.765392 O        b'postag:IN'
+4.744766 O        b'lemma:b'
+4.740937 Gversion b'lemma:nc'
+4.733044 O        b'lemma:rep2'
+4.686977 Supp     b'+1:lemma:\xc2\xb5m'
+4.648287 Gtype    b'lemma:type'
+4.641760 O        b'-1:lemma:ChIP-exo'
+4.637432 Air      b'lemma:Aerobic'
+4.612308 Technique b'lemma:ChIP-Seq'
+4.552359 O        b'lemma:rep3'
+4.544430 Supp     b'lemma:nh4cl'
+4.492332 Med      b'lemma:lb'
+4.439803 O        b'lemma:Cra'
+4.427104 Gtype    b'lemma:arca8myc'
+4.360255 O        b'lemma:a'
+4.334331 Supp     b'lemma:glucose'
+4.324045 O        b'postag::'
+4.225895 Gtype    b'lemma:delta-arca'
+4.196049 OD       b'lemma:od450'
+4.164044 Gtype    b'lemma:wt'
+4.160035 OD       b'+1:lemma:stationary'
+4.107066 Supp     b'lemma:rifampicin'
+4.089185 Technique b'lemma:rna-seq'
+4.023125 Gtype    b'lemma:fnr8myc'
+3.987616 Supp     b'lemma:acetate'
+3.959560 Supp     b'lemma:Fe'
+3.767113 O        b'-1:lemma:Aerobic'
+3.742419 Technique b'lemma:chip-seq'
+3.719024 Supp     b'lemma:dpd'
+3.697799 Anti     b'lemma:none'
+3.628511 Gtype    b'lemma:\xce\xb4fur'
+3.610358 O        b'-1:lemma:0.3-0.35'
+3.589450 O        b'lemma:.'
+3.589450 O        b'postag:.'
+3.579795 Supp     b'lemma:fructose'
+3.551159 Gtype    b'lemma:delta-fnr'
+3.542698 O        b'+1:lemma:od600'
+3.524374 O        b'lemma:-'
+3.524138 Gversion b'-1:lemma:nc'
+3.508492 Technique b'lemma:rnaseq'
+3.507955 Supp     b'lemma:no3'
+3.411452 Temp     b'-1:lemma:sample'
+3.356731 Vess     b'lemma:flask'
+3.356731 Vess     b'-1:lemma:warm'
+3.344734 Gtype    b'lemma:\xe2\x88\x86'
+3.342213 Gtype    b'lemma:nsrr'
+3.307055 Med      b'+1:lemma:0.4'
+3.294711 Anti     b'lemma:seqa'
+3.198770 Anti     b'lemma:anti-myc'
+3.181726 Supp     b'+1:lemma:1'
+3.157564 O        b'-1:lemma:type'
+3.124717 Technique b'-1:lemma:IP'
+3.101009 pH       b'lemma:ph5'
+3.101009 pH       b'+1:lemma:.5'
+3.088003 O        b'lemma:CEL'
+3.079066 O        b'-1:lemma:glucose'
+3.060659 Temp     b'-1:lemma:\xcf\x8332'
+3.059431 O        b'-1:lemma:0.3'
+3.049487 O        b'-1:lemma:anaerobic'
+3.042109 O        b'lemma:chip'
+3.030894 Supp     b'lemma:arginine'
+3.023592 Gtype    b'-1:lemma:ptac'
+2.997640 Med      b'lemma:m63'
+2.992347 O        b'+1:postag:RB'
+2.983691 O        b'postag:VBN'
+2.926938 Strain   b'+1:lemma:substr'
+2.901956 Supp     b'+1:lemma:2'
+2.867119 Gtype    b'+1:lemma:with'
+2.866259 Gtype    b'lemma:wild-type'
+2.813978 O        b'+1:lemma:chip-seq'
+2.813217 O        b'-1:lemma:lb'
+2.811430 Gversion b'lemma:u00096'
+2.811430 Gversion b'+1:lemma:.2'
+2.805985 Gtype    b'lemma:\xce\xb4ompr'
+2.805379 Gversion b'lemma:chip-seq'
+2.791650 Med      b'lemma:media'
+2.783789 O        b'lemma:with'
+2.762838 O        b'lemma:or'
+2.761734 Supp     b'-1:lemma:Cra'
+2.735714 Supp     b'lemma:nacl'
+2.718227 Anti     b'+1:lemma:antibody'
+2.689667 O        b'lemma:at'
+2.681896 Technique b'+1:lemma:chip-exo'
+2.675618 Gversion b'lemma:.2'
+2.675618 Gversion b'-1:lemma:u00096'
+2.673476 Technique b'-1:lemma:chip-exo'
+2.663534 Anti     b'lemma:anti-rpos'
+2.642331 O        b'lemma:s'
+2.641502 Gtype    b'+1:lemma:pq'
+2.621220 Gtype    b'-1:lemma:rpob'
+2.612960 Air      b'lemma:anaerobically'
+2.582119 Supp     b'+1:lemma:_'
+2.546680 O        b'postag:DT'
+2.543407 Gversion b'lemma:000913'
+2.539879 O        b'lemma:oxyr'
+2.525639 O        b'+1:postag:NNP'
+2.495876 Air      b'postag:RB'
+2.493741 O        b'postag:CC'
+2.488520 Temp     b'lemma:\xc2\xb0c'
+2.472865 Temp     b'-1:lemma:43'
+2.468054 Gtype    b'+1:lemma:ph5'
+2.460194 O        b'+1:lemma:o.d.'
+2.457589 O        b'-1:lemma:\xc2\xb0c'
+2.446783 Supp     b'-1:lemma:\xc2\xb5m'
+2.446748 Med      b'-1:lemma:ml'
+2.432723 pH       b'lemma:.5'
+2.432723 pH       b'-1:lemma:ph5'
+2.429127 O        b'+1:lemma:pq'
+2.426199 Gtype    b'+1:lemma:flagtag'
+2.422501 Temp     b'-1:lemma:37'
+2.364062 Supp     b'-1:lemma:+'
+2.359818 O        b'lemma:affyexp'
+2.358214 Supp     b'lemma:iptg'
+2.345240 Gtype    b'lemma:\xce\xb4soxs'
+2.293242 O        b'-1:lemma:l1'
+2.283378 O        b'lemma:for'
+2.259276 Supp     b'lemma:Leu'
+2.257438 Air      b'-1:lemma:-'
+2.250572 Med      b'+1:lemma:minimal'
+2.245090 Supp     b'-1:lemma:with'
+2.236516 Med      b'lemma:L'
+2.236516 Med      b'+1:lemma:broth'
+2.194950 Gtype    b'lemma:ptac'
+2.191764 O        b'+1:lemma:acetate'
+2.145434 Med      b'+1:lemma:2.0'
+2.144916 O        b'-1:lemma:stpa'
+2.139794 Supp     b'lemma:20'
+2.138137 Technique b'-1:lemma:input'
+2.120690 Supp     b'lemma:0.2'
+2.115282 Air      b'lemma:anerobically'
+2.108802 O        b'lemma:ompr'
+2.102080 Air      b'-1:lemma:co2'
+2.101933 Gtype    b'lemma:deltaseqa'
+2.101933 Gtype    b'-1:lemma:old'
+2.098653 Gtype    b'-1:lemma:nsrr'
+2.094495 O        b'lemma:chip-arca'
+2.093152 O        b'lemma:Lrp'
+2.073057 O        b'lemma:soxs'
+2.073057 O        b'lemma:soxr'
+2.033842 pH       b'+1:postag:CD'
+2.030212 Temp     b'lemma:37'
+2.025024 Temp     b'lemma:43'
+2.005145 O        b'-1:lemma:dpd'
+1.996291 Supp     b'lemma:methanol'
+1.975959 OD       b'-1:lemma:~'
+1.961870 OD       b'lemma:0.3'
+1.953650 Supp     b'+1:lemma:hour'
+1.948299 Phase    b'-1:lemma:until'
+1.945342 Gtype    b'+1:lemma:_'
+1.941615 O        b'postag:VBG'
+1.938029 OD       b'-1:lemma:about'
+1.930492 O        b'lemma:Fur'
+1.926280 Gtype    b'lemma:pk4854'
+1.918352 Technique b'+1:lemma:rna-seq'
+1.910079 O        b'-1:lemma:media'
+1.909335 O        b'lemma:genotype/variation'
+1.897683 Med      b'lemma:glucose'
+1.894728 O        b'lemma:condition'
+1.886371 Supp     b'lemma:Adenine'
+1.881519 Med      b'lemma:broth'
+1.881519 Med      b'-1:lemma:L'
+1.881208 Gtype    b'+1:lemma:aerobic'
+1.872732 Supp     b'+1:lemma:Deficient'
+1.854369 O        b'lemma:culture'
+1.844760 O        b'+1:lemma:sparging'
+1.836586 Phase    b'-1:lemma:mid-log'
+1.835743 Gtype    b'lemma:WT'
+1.826348 Gversion b'+1:lemma:000913'
+1.810910 Gtype    b'-1:lemma:phtpg'
+1.809834 Gtype    b'-1:lemma:_'
 
 
 Top negative:
-0.003606 Phase    b'-1:postag:TO'
-0.003173 O        b'+1:lemma:minute'
-0.002853 OD       b'postag:CC'
-0.002630 Technique b'+1:lemma:-rrb-'
-0.002520 Technique b'+1:postag:-RRB-'
-0.002467 Med      b'lemma:m9'
-0.002337 Air      b'+1:postag:-LRB-'
-0.002264 Technique b'+1:lemma:Anaerobic'
-0.002098 Phase    b'postag:RB'
-0.002086 Gtype    b'+1:lemma:rna'
-0.002053 O        b'lemma:~'
-0.001666 OD       b'-1:postag:JJ'
-0.001084 Gtype    b'+1:lemma:chip'
-0.001034 Air      b'+1:lemma:-lrb-'
-0.000728 OD       b'-1:lemma:to'
-0.000728 OD       b'-1:postag:TO'
-0.000711 O        b'-1:lemma:at'
-0.000709 O        b'+1:lemma:_'
-0.000560 Temp     b'+1:postag:VB'
-0.000555 Gtype    b'lemma:lack'
-0.000388 OD       b'postag:VBD'
-0.000335 Air      b'-1:postag:RB'
-0.000334 OD       b'-1:postag:VBN'
-0.000307 Air      b'-1:lemma:95'
-0.000306 Anti     b'-1:lemma:Custom'
-0.000275 O        b'-1:postag:VBZ'
-0.000204 Air      b'-1:lemma:-lrb-'
-0.000203 Air      b'-1:postag:-LRB-'
-0.000156 Temp     b'postag:VB'
-0.000139 Supp     b'+1:lemma:dissolve'
-0.000138 Gtype    b'lemma:ptrc'
-0.000138 Gtype    b'-1:lemma:inducible'
-0.000085 Med      b'-1:lemma:complete'
-0.000051 OD       b'+1:lemma:0.35'
-0.000048 Temp     b'+1:lemma:-rrb-'
-0.000043 Air      b'-1:lemma:anaerobically'
-0.000039 OD       b'+1:postag:VBN'
-0.000034 Temp     b'+1:postag:-RRB-'
-0.000030 Supp     b'-1:postag:VBN'
-0.000028 OD       b'lemma:mg1655'
-0.000023 OD       b'+1:lemma:mg1655'
-0.000022 OD       b'lemma:k-12'
-0.000019 Temp     b'lemma:-lrb-'
-0.000017 Temp     b'postag:-LRB-'
-0.000016 Air      b'lemma:-rrb-'
-0.000015 Air      b'postag:-RRB-'
-0.000007 Gtype    b'lemma:inducible'
-0.000007 Gtype    b'-1:lemma:carrying'
-0.000007 Gtype    b'+1:lemma:ptrc'
-0.000003 O        b'lemma:4'
-0.000001 O        b'postag:VBZ'
-0.000000 Med      b'+1:lemma:,'
-0.000000 Med      b'+1:postag:,'
--0.000019 O        b'-1:lemma:g/l'
--0.000078 O        b'-1:lemma:iptg'
--0.000082 O        b'+1:lemma:until'
--0.000090 Supp     b'+1:postag:CD'
--0.000137 O        b'+1:lemma:phase'
--0.000630 O        b'+1:lemma:grow'
--0.000719 Air      b'lemma:,'
--0.000719 Air      b'postag:,'
--0.000881 Supp     b'-1:postag:NNP'
--0.001151 O        b'+1:lemma:95'
--0.001284 O        b'lemma:glucose'
--0.001441 O        b'lemma:anaerobic'
--0.002285 Supp     b'-1:postag:NN'
--0.003211 Air      b'-1:lemma:,'
--0.003211 Air      b'-1:postag:,'
--0.003285 O        b'+1:lemma:rep1'
--0.003344 O        b'-1:lemma:n2'
--0.004884 Supp     b'+1:postag:IN'
--0.005691 O        b'lemma:grow'
--0.008542 O        b'lemma:\xce\xb4fur'
--0.008810 O        b'lemma:30'
--0.008856 O        b'lemma:\xe2\x88\x86'
--0.016851 Gversion b'+1:postag:NN'
--0.017577 Agit     b'postag:NN'
--0.019899 OD       b'postag:JJ'
--0.021053 Supp     b'lemma:and'
--0.035082 Med      b'-1:postag:IN'
--0.037650 O        b'+1:lemma:shake'
--0.040816 Technique b'-1:lemma::'
--0.042661 Air      b'-1:postag:VBN'
--0.047406 O        b'lemma:e.'
--0.050232 O        b'+1:lemma:300'
--0.057684 Supp     b'postag:CD'
--0.060532 Med      b'+1:postag:IN'
--0.071550 O        b'+1:lemma:5'
--0.074571 Supp     b'+1:lemma:-rrb-'
--0.077631 O        b'-1:postag:VBN'
--0.083084 OD       b'+1:postag:CD'
--0.083227 Air      b'postag:CD'
--0.086748 Supp     b'+1:postag:-RRB-'
--0.087729 O        b'-1:lemma:e.'
--0.089412 O        b'-1:lemma:um'
--0.089412 O        b'+1:lemma:paraquat'
--0.095031 O        b'-1:lemma:,'
--0.095031 O        b'-1:postag:,'
--0.097514 Anti     b'+1:postag:JJ'
--0.097686 O        b'-1:lemma:the'
--0.115298 OD       b'+1:postag:-LRB-'
--0.115560 Phase    b'-1:postag:NN'
--0.117367 Phase    b'-1:postag:JJ'
--0.118533 Supp     b'postag:CC'
--0.118866 Med      b'-1:postag:NN'
--0.119788 O        b'+1:postag:NNS'
--0.128143 O        b'lemma:150'
--0.128143 O        b'+1:lemma:mg/ml'
--0.128440 Gtype    b'postag:CD'
--0.128454 O        b'-1:lemma:rifampicin'
--0.130932 Phase    b'-1:lemma:at'
--0.144251 Air      b'-1:postag:CC'
--0.152959 O        b'+1:lemma:c'
--0.153793 O        b'+1:lemma:arginine'
--0.155635 O        b'+1:lemma:-rrb-'
--0.155871 Phase    b'+1:postag:NN'
--0.169334 O        b'-1:lemma:1'
--0.178678 O        b'-1:lemma:-lrb-'
--0.185252 O        b'-1:lemma:cra'
--0.188794 Supp     b'+1:postag:VBN'
--0.189587 Supp     b'-1:lemma:%'
--0.197975 O        b'+1:lemma:.'
--0.197975 O        b'+1:postag:.'
--0.206342 O        b'-1:postag:IN'
--0.218582 O        b'-1:lemma:of'
--0.228664 O        b'-1:lemma:0.2'
--0.243004 O        b'lemma:phase'
--0.245652 Temp     b'postag:JJ'
--0.248718 O        b'-1:lemma:30'
--0.258083 Supp     b'+1:lemma:rifampicin'
--0.265675 O        b'-1:lemma:from'
--0.270538 Anti     b'+1:lemma:anti-fur'
--0.275341 Med      b'+1:postag:NN'
--0.286886 O        b'lemma:20'
--0.287653 Med      b'postag:CD'
--0.299457 pH       b'postag:NN'
--0.299809 O        b'+1:postag:IN'
--0.304068 O        b'-1:postag:-LRB-'
--0.308718 O        b'+1:lemma:%'
--0.337061 O        b'lemma:media'
--0.343972 O        b'+1:postag:-RRB-'
--0.375037 O        b'-1:lemma:~'
--0.378855 O        b'+1:postag:VBG'
--0.390573 O        b'+1:lemma:0.3'
--0.442424 Temp     b'+1:lemma:to'
--0.442424 Temp     b'+1:postag:TO'
--0.442791 O        b'lemma:dissolve'
--0.457125 Air      b'-1:postag:JJ'
--0.473796 O        b'-1:lemma:ml'
--0.487814 O        b'-1:lemma:grow'
--0.504521 O        b'-1:lemma:od600'
--0.510322 O        b'lemma:anaerobically'
--0.574504 O        b'lemma:0.3'
--0.603912 O        b'+1:lemma:hour'
--0.607283 O        b'lemma:od600'
--0.671305 O        b'+1:lemma:+'
--0.673609 O        b'lemma:fecl2'
--0.687238 O        b'-1:lemma:sample'
--0.693028 OD       b'+1:postag:NN'
--0.699278 Technique b'-1:postag::'
--0.701848 O        b'+1:lemma:fecl2'
--0.704105 Phase    b'postag:JJ'
--0.721360 O        b'-1:lemma:37'
--0.751804 O        b'lemma:2h'
--0.751804 O        b'-1:lemma:additional'
--0.765268 O        b'+1:lemma:cell'
--0.797811 O        b'-1:postag:VBG'
--0.812938 OD       b'lemma:-lrb-'
--0.817055 O        b'lemma:37'
--0.849161 O        b'lemma:0.1'
--0.857948 Temp     b'postag:NN'
--0.858109 Supp     b'+1:lemma:acetate'
--0.893857 O        b'-1:lemma:rpob'
--0.908853 O        b'lemma:0.2'
--0.910535 O        b'lemma:of'
--0.917031 O        b'+1:lemma:g/l'
--0.927240 O        b'-1:lemma:dissolve'
--0.927240 O        b'+1:lemma:methanol'
--0.952327 O        b'-1:postag::'
--1.012901 O        b'lemma:mid-log'
--1.041464 O        b'-1:lemma:ompr'
--1.052741 O        b'lemma:wt'
--1.080730 Anti     b'postag:NNP'
--1.207147 O        b'+1:lemma:supplement'
--1.210841 O        b'lemma:methanol'
--1.241992 Air      b'+1:postag:JJ'
--1.248085 O        b'lemma:rifampicin'
--1.259918 O        b'+1:lemma:at'
--1.297301 O        b'-1:lemma:IP'
--1.445280 O        b'-1:lemma:nsrr'
--1.572311 O        b'+1:lemma:in'
--1.575804 O        b'-1:lemma:co2'
--1.596289 OD       b'postag:-LRB-'
--1.598275 Supp     b'postag:JJ'
--1.805996 Air      b'postag:NN'
--1.906139 O        b'+1:lemma:2'
--2.059834 O        b'+1:lemma:1'
--2.164534 O        b'-1:lemma:2'
--3.758611 O        b'-1:lemma::'
--3.808109 O        b'-1:lemma:_'
+0.001509 Air      b'+1:lemma:70'
+0.001485 O        b'-1:lemma:5'
+0.001306 O        b'-1:lemma:no3'
+0.001230 Air      b'-1:postag:RB'
+0.001224 Med      b'-1:lemma:in'
+0.001140 OD       b'-1:postag:VBN'
+0.001060 Technique b'+1:lemma:Anaerobic'
+0.001048 O        b'+1:postag:SYM'
+0.000988 O        b'-1:lemma:fnr'
+0.000917 O        b'lemma:fructose'
+0.000830 O        b'+1:lemma:use'
+0.000649 OD       b'+1:postag:VBD'
+0.000635 Gtype    b'lemma:input'
+0.000565 O        b'lemma:treatment'
+0.000544 Temp     b'+1:postag:VB'
+0.000534 O        b'lemma:EB'
+0.000477 OD       b'+1:postag:VBN'
+0.000465 Supp     b'-1:lemma:10'
+0.000457 O        b'lemma:~'
+0.000451 Gtype    b'lemma:wild'
+0.000403 Air      b'postag:NNP'
+0.000324 Temp     b'-1:postag:NN'
+0.000271 Supp     b'+1:lemma:of'
+0.000230 Supp     b'-1:lemma:contain'
+0.000161 Gtype    b'-1:lemma:small'
+0.000112 Supp     b'+1:lemma:feso4'
+0.000108 Air      b'-1:lemma:aerobically'
+0.000097 Supp     b'lemma:um'
+0.000092 Med      b'-1:lemma:m9'
+0.000070 Temp     b'postag:VB'
+0.000061 Supp     b'-1:lemma:250'
+0.000056 O        b'+1:lemma:_'
+0.000037 Gtype    b'postag::'
+0.000032 Phase    b'-1:postag:IN'
+0.000029 Temp     b'lemma:-lrb-'
+0.000024 Temp     b'postag:-LRB-'
+0.000018 OD       b'+1:lemma:0.15'
+0.000013 Gtype    b'lemma:small'
+0.000006 O        b'lemma:agitation'
+-0.000006 Supp     b'+1:lemma:-rrb-'
+-0.000007 Supp     b'+1:postag:-RRB-'
+-0.000030 O        b'+1:lemma:95'
+-0.000036 O        b'-1:lemma:mid-log'
+-0.000163 Gversion b'-1:postag:NN'
+-0.000207 OD       b'-1:postag:DT'
+-0.000850 Supp     b'+1:lemma:dpd'
+-0.001166 O        b'+1:lemma:o2'
+-0.001921 Temp     b'-1:postag:JJ'
+-0.002203 O        b'+1:lemma:rep1'
+-0.002684 O        b'-1:lemma:g/l'
+-0.003051 O        b'-1:lemma:,'
+-0.003051 O        b'-1:postag:,'
+-0.004416 O        b'-1:lemma:until'
+-0.005028 O        b'lemma:lb'
+-0.006746 O        b'-1:lemma:iptg'
+-0.008099 O        b'lemma:minimal'
+-0.009386 O        b'lemma:glucose'
+-0.009971 Gtype    b'+1:lemma:2'
+-0.011912 Med      b'-1:postag:CD'
+-0.012108 OD       b'+1:postag:NNS'
+-0.012515 Air      b'-1:lemma:and'
+-0.014917 OD       b'+1:lemma:0.4'
+-0.015462 O        b'lemma:co2'
+-0.017434 O        b'lemma:medium'
+-0.017596 O        b'+1:lemma:grow'
+-0.018130 O        b'-1:lemma:1'
+-0.019463 Air      b'+1:postag:-LRB-'
+-0.020969 Air      b'-1:lemma:95'
+-0.026012 Med      b'+1:postag:IN'
+-0.029462 Air      b'+1:lemma:-rrb-'
+-0.029964 Med      b'+1:postag:NNS'
+-0.030676 Gtype    b'-1:postag:CD'
+-0.030969 OD       b'+1:postag:CC'
+-0.032789 Air      b'postag:CC'
+-0.039308 O        b'lemma:m63'
+-0.039681 O        b'-1:lemma:mm'
+-0.043781 O        b'-1:lemma:sample'
+-0.045727 O        b'+1:lemma:5'
+-0.048720 Gversion b'+1:postag:NN'
+-0.050456 O        b'lemma:e.'
+-0.051510 Air      b'+1:lemma:-lrb-'
+-0.052744 Phase    b'+1:postag:NN'
+-0.060135 O        b'lemma:150'
+-0.060135 O        b'+1:lemma:mg/ml'
+-0.061483 OD       b'+1:postag:CD'
+-0.061644 Gtype    b'postag:CD'
+-0.062527 O        b'-1:lemma:o2'
+-0.067638 Air      b'-1:lemma:or'
+-0.070682 O        b'-1:lemma:0.1'
+-0.072485 O        b'-1:postag:IN'
+-0.072778 Gtype    b'-1:postag:NN'
+-0.074033 Air      b'-1:postag:CC'
+-0.074222 Temp     b'postag:JJ'
+-0.085943 O        b'-1:lemma:e.'
+-0.090975 OD       b'postag:JJ'
+-0.094470 Supp     b'+1:postag:VBN'
+-0.097464 O        b'+1:lemma:antibody'
+-0.099584 O        b'+1:lemma:300'
+-0.099687 O        b'-1:postag:VBN'
+-0.107582 Air      b'+1:postag:-RRB-'
+-0.110954 O        b'postag:RB'
+-0.132121 Air      b'postag:CD'
+-0.148947 O        b'-1:lemma:-lrb-'
+-0.150683 Med      b'postag:CD'
+-0.155098 Technique b'-1:lemma::'
+-0.162800 Supp     b'lemma:and'
+-0.171938 O        b'+1:lemma:minimal'
+-0.173189 Supp     b'+1:lemma:rifampicin'
+-0.173535 O        b'lemma:\xe2\x88\x86'
+-0.181287 O        b'-1:lemma:ml'
+-0.195801 O        b'+1:lemma:%'
+-0.197661 O        b'-1:lemma:30'
+-0.202314 O        b'lemma:\xce\xb4fur'
+-0.220334 O        b'+1:lemma:or'
+-0.221282 Supp     b'postag:CC'
+-0.230040 O        b'lemma:30'
+-0.234659 O        b'+1:lemma:arginine'
+-0.241611 Anti     b'+1:postag:JJ'
+-0.253103 O        b'-1:lemma:rifampicin'
+-0.268147 O        b'+1:lemma:until'
+-0.276798 O        b'-1:lemma:of'
+-0.283028 pH       b'postag:NN'
+-0.285848 O        b'lemma:aerobically'
+-0.308992 O        b'+1:lemma:-rrb-'
+-0.311262 O        b'-1:postag:-LRB-'
+-0.314602 O        b'-1:lemma:from'
+-0.326058 O        b'-1:lemma:cra'
+-0.332056 O        b'+1:lemma:.'
+-0.332056 O        b'+1:postag:.'
+-0.335073 O        b'lemma:phase'
+-0.341647 Med      b'-1:postag:NN'
+-0.344072 Med      b'+1:postag:NN'
+-0.355271 Temp     b'+1:lemma:to'
+-0.355271 Temp     b'+1:postag:TO'
+-0.379882 O        b'+1:postag:IN'
+-0.399275 O        b'lemma:od600'
+-0.406215 O        b'-1:lemma:od600'
+-0.417969 O        b'+1:postag:NNS'
+-0.429718 O        b'postag:VBP'
+-0.438097 O        b'lemma:media'
+-0.446126 O        b'lemma:anaerobically'
+-0.460423 O        b'+1:lemma:c'
+-0.472382 O        b'lemma:dissolve'
+-0.479226 O        b'-1:lemma:~'
+-0.487398 OD       b'+1:postag:NN'
+-0.497942 O        b'+1:postag:-RRB-'
+-0.513460 O        b'-1:lemma:0.2'
+-0.534142 Phase    b'-1:lemma:at'
+-0.535921 Temp     b'postag:NN'
+-0.546444 O        b'lemma:20'
+-0.554159 O        b'+1:lemma:\xc2\xb0c'
+-0.568528 Supp     b'+1:lemma:acetate'
+-0.579080 O        b'+1:lemma:fecl2'
+-0.580237 O        b'+1:lemma:0.3'
+-0.597189 Technique b'-1:postag::'
+-0.633040 O        b'lemma:0.3'
+-0.635311 Air      b'-1:postag:JJ'
+-0.639958 O        b'+1:lemma:cell'
+-0.642294 Supp     b'-1:lemma:%'
+-0.674687 O        b'-1:lemma:grow'
+-0.678680 O        b'+1:postag:VBG'
+-0.725561 O        b'-1:lemma:37'
+-0.767934 O        b'lemma:of'
+-0.780908 O        b'-1:lemma:co2'
+-0.783637 O        b'-1:postag::'
+-0.801117 O        b'lemma:0.2'
+-0.825901 O        b'lemma:37'
+-0.836319 O        b'-1:lemma:rpob'
+-0.911234 O        b'+1:lemma:hour'
+-0.911954 O        b'lemma:fecl2'
+-0.962999 O        b'lemma:rifampicin'
+-0.978360 O        b'lemma:2h'
+-0.978360 O        b'-1:lemma:additional'
+-0.998803 O        b'-1:lemma:dissolve'
+-0.998803 O        b'+1:lemma:methanol'
+-1.013445 OD       b'lemma:-lrb-'
+-1.072784 O        b'-1:postag:VBG'
+-1.079188 O        b'+1:lemma:g/l'
+-1.085657 O        b'lemma:0.1'
+-1.090190 O        b'lemma:mid-log'
+-1.191813 O        b'+1:lemma:supplement'
+-1.257824 Anti     b'postag:NNP'
+-1.260068 O        b'+1:lemma:+'
+-1.276383 OD       b'postag:-LRB-'
+-1.370527 O        b'lemma:wt'
+-1.398724 Phase    b'postag:JJ'
+-1.421300 O        b'+1:lemma:at'
+-1.471212 O        b'-1:lemma:IP'
+-1.494485 O        b'-1:lemma:ompr'
+-1.577503 O        b'-1:lemma:nsrr'
+-1.592880 Supp     b'postag:JJ'
+-1.599977 Air      b'+1:postag:JJ'
+-1.682029 Air      b'postag:NN'
+-1.687804 O        b'lemma:methanol'
+-1.731880 O        b'+1:lemma:in'
+-2.271152 O        b'+1:lemma:2'
+-2.300463 O        b'-1:lemma:2'
+-2.728413 O        b'+1:lemma:1'
+-3.852462 O        b'-1:lemma:_'
+-4.219153 O        b'-1:lemma::'
 

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.19555004078116134, 'c2': 0.013719557943369584}
+best CV score:0.8266077920368616
+model size: 0.11M
+
+Flat F1: 0.8150979684771513
+             precision    recall  f1-score   support
+
+         OD      0.789     0.405     0.536        37
+         pH      1.000     1.000     1.000        12
+  Technique      1.000     0.909     0.952        22
+        Med      0.893     0.877     0.885        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.895     0.944        19
+        Air      0.810     0.758     0.783        62
+       Anti      1.000     0.667     0.800         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.937     0.840     0.886       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.853     0.684     0.759       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.882     0.767     0.815       480
+
+
+Top likely transitions:
+OD     -> OD      7.029011
+Agit   -> Agit    6.826413
+Temp   -> Temp    5.979472
+Med    -> Med     5.720420
+Anti   -> Anti    5.293877
+Gversion -> Gversion 4.696471
+Technique -> Technique 4.642372
+Air    -> Air     4.554023
+Supp   -> Supp    4.536382
+Phase  -> Phase   4.521590
+Gtype  -> Gtype   4.384473
+O      -> O       3.790788
+pH     -> pH      2.512302
+Gtype  -> Supp    1.227863
+O      -> Supp    1.192139
+O      -> Technique 0.934775
+O      -> Gtype   0.662404
+Substrain -> Gtype   0.296928
+Med    -> O       0.185994
+O      -> Anti    0.184766
+Air    -> O       0.174165
+Temp   -> O       0.096665
+O      -> Gversion 0.076653
+O      -> Temp    0.057678
+OD     -> Phase   0.022845
+Technique -> Air     0.001578
+O      -> Strain  0.000001
+O      -> Med     -0.054605
+Technique -> pH      -0.057365
+Supp   -> O       -0.119271
+Anti   -> O       -0.138393
+Supp   -> Technique -0.159198
+O      -> OD      -0.170727
+Supp   -> Med     -0.220567
+Phase  -> OD      -0.414455
+Air    -> Temp    -0.424565
+OD     -> Air     -0.495373
+Gtype  -> Anti    -0.639969
+Agit   -> O       -0.781636
+Technique -> O       -0.863862
+Gtype  -> O       -0.926865
+OD     -> O       -1.090238
+Substrain -> O       -1.190917
+Med    -> Supp    -1.321707
+O      -> Air     -1.398663
+
+
+Top unlikely transitions:
+OD     -> OD      7.029011
+Agit   -> Agit    6.826413
+Temp   -> Temp    5.979472
+Med    -> Med     5.720420
+Anti   -> Anti    5.293877
+Gversion -> Gversion 4.696471
+Technique -> Technique 4.642372
+Air    -> Air     4.554023
+Supp   -> Supp    4.536382
+Phase  -> Phase   4.521590
+Gtype  -> Gtype   4.384473
+O      -> O       3.790788
+pH     -> pH      2.512302
+Gtype  -> Supp    1.227863
+O      -> Supp    1.192139
+O      -> Technique 0.934775
+O      -> Gtype   0.662404
+Substrain -> Gtype   0.296928
+Med    -> O       0.185994
+O      -> Anti    0.184766
+Air    -> O       0.174165
+Temp   -> O       0.096665
+O      -> Gversion 0.076653
+O      -> Temp    0.057678
+OD     -> Phase   0.022845
+Technique -> Air     0.001578
+O      -> Strain  0.000001
+O      -> Med     -0.054605
+Technique -> pH      -0.057365
+Supp   -> O       -0.119271
+Anti   -> O       -0.138393
+Supp   -> Technique -0.159198
+O      -> OD      -0.170727
+Supp   -> Med     -0.220567
+Phase  -> OD      -0.414455
+Air    -> Temp    -0.424565
+OD     -> Air     -0.495373
+Gtype  -> Anti    -0.639969
+Agit   -> O       -0.781636
+Technique -> O       -0.863862
+Gtype  -> O       -0.926865
+OD     -> O       -1.090238
+Substrain -> O       -1.190917
+Med    -> Supp    -1.321707
+O      -> Air     -1.398663
+
+
+Top positive:
+5.312005 O        b'word[:2]:re'
+4.884582 Technique b'word[:2]:Ch'
+4.406858 Air      b'lemma:anaerobic'
+3.944633 O        b'postag::'
+3.862898 O        b'lemma:1'
+3.862898 O        b'word:1'
+3.693885 O        b'word[:1]:S'
+3.634278 O        b'postag:IN'
+3.455038 Air      b'word[:2]:Ae'
+3.455038 Air      b'word:Aerobic'
+3.425015 Technique b'word[:2]:RN'
+3.411467 O        b'word[:2]:Rp'
+3.351922 Gtype    b'word[:1]:\xce\x94'
+3.295787 Gtype    b'word[:2]:cr'
+3.209157 OD       b'word[:1]:O'
+3.145528 Gtype    b'word[:2]:Fl'
+3.124141 O        b'lemma:_'
+3.124141 O        b'word[:1]:_'
+3.124141 O        b'word:_'
+3.093107 Air      b'postag:RB'
+3.052912 O        b'+1:postag:RB'
+2.979721 O        b'word:A'
+2.971788 O        b'-1:lemma:tag'
+2.882253 O        b'lemma:3'
+2.882253 O        b'word:3'
+2.855255 O        b'word[:1]:G'
+2.826283 O        b'lemma:2'
+2.826283 O        b'word:2'
+2.801121 Phase    b'lemma:stationary'
+2.801121 Phase    b'word:stationary'
+2.742452 Gtype    b'word[:1]:d'
+2.729707 Air      b'word[:1]:A'
+2.725212 Supp     b'-1:word:Cra'
+2.626064 Supp     b'lemma:arginine'
+2.509102 O        b'-1:word:Aerobic'
+2.466965 O        b'word[:2]:ge'
+2.441206 Supp     b'+1:word:hours'
+2.439697 O        b'word[:2]:or'
+2.414611 O        b'lemma:a'
+2.383495 O        b'lemma:.'
+2.383495 O        b'postag:.'
+2.383495 O        b'word:.'
+2.376885 Supp     b'word[:1]:I'
+2.372488 O        b'+1:word:ChIP-Seq'
+2.332104 Air      b'word[:2]:an'
+2.319866 O        b'-1:word:tag'
+2.286706 O        b'word[:1]:B'
+2.264178 Temp     b'word[:1]:3'
+2.232768 Technique b'lemma:ChIP-exo'
+2.217911 Temp     b'-1:word:sample'
+2.211263 O        b'postag:CC'
+2.209541 O        b'word[:1]:C'
+2.191226 Supp     b'word[:2]:Fe'
+2.181901 Supp     b'lemma:nitrate'
+2.181901 Supp     b'word[:2]:ni'
+2.181901 Supp     b'word:nitrate'
+2.175597 O        b'-1:lemma:lb'
+2.161370 Air      b'word[:2]:An'
+2.161370 Air      b'word:Anaerobic'
+2.146764 Temp     b'-1:lemma:sample'
+2.122014 O        b'word[:2]:Cu'
+2.100150 OD       b'word[:2]:OD'
+2.097281 O        b'lemma:with'
+2.097281 O        b'word:with'
+2.096745 O        b'-1:lemma:anaerobic'
+2.095524 O        b'lemma:-'
+2.095524 O        b'word:-'
+2.085444 Gtype    b'lemma:wt'
+2.076545 Gtype    b'word[:1]:W'
+2.074067 O        b'postag:VBN'
+2.042662 Gversion b'lemma:chip-seq'
+2.032616 Gtype    b'lemma:arca8myc'
+2.032616 Gtype    b'word:ArcA8myc'
+2.019776 Gversion b'word[:2]:00'
+1.980973 O        b'postag:DT'
+1.968660 Gversion b'-1:lemma:nc'
+1.968660 Gversion b'-1:word:NC'
+1.961531 Med      b'word[:1]:M'
+1.921062 O        b'word[:2]:ch'
+1.893301 Gversion b'word:ChIP-Seq'
+1.885602 Med      b'word[:1]:L'
+1.878552 O        b'isLower'
+1.865095 Gtype    b'lemma:type'
+1.865095 Gtype    b'word[:2]:ty'
+1.865095 Gtype    b'word:type'
+1.850010 Supp     b'word[:2]:gl'
+1.837123 Phase    b'lemma:mid-log'
+1.837123 Phase    b'word:mid-log'
+1.811977 Supp     b'lemma:Iron'
+1.811977 Supp     b'word[:2]:Ir'
+1.811977 Supp     b'word:Iron'
+1.811977 Supp     b'+1:word:Deficient'
+1.797891 Anti     b'word[:2]:an'
+1.792147 O        b'+1:lemma:od600'
+1.792147 O        b'+1:word:OD600'
+1.788559 Med      b'lemma:MOPS'
+1.788559 Med      b'word[:2]:MO'
+1.788559 Med      b'word:MOPS'
+1.766167 Strain   b'+1:lemma:substr'
+1.766167 Strain   b'+1:word:substr'
+1.752330 O        b'word[:2]:Cr'
+1.752330 O        b'word:Cra'
+1.749824 O        b'+1:postag:NNP'
+1.679832 Gtype    b'-1:postag:VBG'
+1.660773 Air      b'-1:lemma:co2'
+1.660773 Air      b'-1:word:CO2'
+1.660308 Supp     b'+1:lemma:\xc2\xb5m'
+1.660308 Supp     b'+1:word:\xc2\xb5M'
+1.651105 Air      b'+1:postag:IN'
+1.650444 O        b'word[:1]:E'
+1.641207 O        b'lemma:at'
+1.630939 Supp     b'word[:1]:1'
+1.629832 Gtype    b'lemma:flag-tag'
+1.629832 Gtype    b'-1:lemma:c-terminal'
+1.629832 Gtype    b'word:Flag-tag'
+1.629832 Gtype    b'-1:word:C-terminal'
+1.622707 Gtype    b'-1:lemma:\xe2\x88\x86'
+1.622707 Gtype    b'-1:word:\xe2\x88\x86'
+1.612203 Gtype    b'word[:2]:de'
+1.564079 Supp     b'lemma:nh4cl'
+1.564079 Supp     b'word[:2]:NH'
+1.561438 OD       b'+1:lemma:stationary'
+1.561438 OD       b'+1:word:stationary'
+1.553871 Technique b'word[:1]:C'
+1.517787 Supp     b'+1:lemma:1'
+1.517787 Supp     b'+1:word:1'
+1.515416 Supp     b'lemma:pq'
+1.515416 Supp     b'word[:2]:PQ'
+1.515416 Supp     b'word:PQ'
+1.510927 O        b'word[:2]:Pu'
+1.483322 Vess     b'lemma:flask'
+1.483322 Vess     b'-1:lemma:warm'
+1.483322 Vess     b'word[:2]:fl'
+1.483322 Vess     b'word:flask'
+1.483322 Vess     b'-1:word:warmed'
+1.475753 Technique b'symb'
+1.469180 O        b'word[:1]:T'
+1.460811 Gversion b'lemma:asm584v2'
+1.460811 Gversion b'word[:2]:AS'
+1.460811 Gversion b'word:ASM584v2'
+1.446236 Anti     b'+1:lemma:antibody'
+1.446236 Anti     b'+1:word:antibody'
+1.444397 Air      b'word[:1]:a'
+1.443964 Gtype    b'word[:1]:w'
+1.416989 Gtype    b'hGreek'
+1.397052 Substrain b'lemma:mg1655'
+1.397052 Substrain b'word[:2]:MG'
+1.397052 Substrain b'word:MG1655'
+1.394402 O        b'lemma:\xcf\x8332'
+1.394402 O        b'word[:1]:\xcf\x83'
+1.394402 O        b'word[:2]:\xcf\x833'
+1.394402 O        b'word:\xcf\x8332'
+1.377208 O        b'word[:1]:R'
+1.375050 Med      b'+1:lemma:0.4'
+1.375050 Med      b'+1:word:0.4'
+1.364759 O        b'lemma:Custom'
+1.364759 O        b'word:Custom'
+1.360005 O        b'word[:2]:fo'
+1.350754 Supp     b'lemma:rifampicin'
+1.350754 Supp     b'word:rifampicin'
+1.344579 Strain   b'word[:1]:K'
+1.343710 Supp     b'word[:2]:ri'
+1.340304 pH       b'lemma:ph5'
+1.340304 pH       b'+1:lemma:.5'
+1.340304 pH       b'word:pH5'
+1.340304 pH       b'+1:word:.5'
+1.337816 Gtype    b'lemma:nsrr'
+1.337816 Gtype    b'word[:2]:Ns'
+1.337816 Gtype    b'word:NsrR'
+1.326904 Strain   b'lemma:k-12'
+1.326904 Strain   b'word[:2]:K-'
+1.326904 Strain   b'word:K-12'
+1.314361 Supp     b'+1:lemma:2'
+1.314361 Supp     b'+1:word:2'
+1.308459 Med      b'word[:2]:LB'
+1.308459 Med      b'word:LB'
+1.298260 Gtype    b'symb'
+1.294311 O        b'+1:lemma:pq'
+1.294311 O        b'+1:word:PQ'
+1.294271 Substrain b'word[:1]:M'
+1.290578 Gtype    b'-1:postag:VBP'
+1.283956 Gversion b'word[:2]:Ch'
+1.268071 Gtype    b'postag:JJ'
+1.261557 O        b'-1:lemma:0.3-0.35'
+1.261557 O        b'-1:word:0.3-0.35'
+1.259366 O        b'lemma:b'
+1.259366 O        b'word:B'
+1.257660 O        b'-1:lemma:glucose'
+1.257660 O        b'-1:word:glucose'
+1.256368 O        b'+1:lemma:nacl'
+1.256368 O        b'+1:word:NaCl'
+1.250169 O        b'lemma:rpob'
+1.250169 O        b'word:RpoB'
+1.248890 O        b'word:Lrp'
+1.243321 Med      b'+1:lemma:g/l'
+1.243321 Med      b'+1:word:g/L'
+1.239040 pH       b'+1:postag:CD'
+1.232026 O        b'lemma:delta'
+1.232026 O        b'word:delta'
+1.230236 O        b'word[:1]:H'
+
+
+Top negative:
+-0.068713 Med      b'-1:postag:CD'
+-0.070898 pH       b'isLower'
+-0.071980 O        b'lemma:dpd'
+-0.071980 O        b'word[:2]:DP'
+-0.071980 O        b'word:DPD'
+-0.072232 O        b'-1:lemma:of'
+-0.072232 O        b'-1:word:of'
+-0.075191 O        b'-1:lemma:o2'
+-0.075191 O        b'-1:word:O2'
+-0.078769 Phase    b'+1:postag:NN'
+-0.079557 Supp     b'-1:postag:VBG'
+-0.079633 Air      b'-1:postag:VBN'
+-0.083786 Air      b'postag:CC'
+-0.087096 O        b'word[:2]:OD'
+-0.093025 Supp     b'postag:CD'
+-0.093410 O        b'word[:2]:20'
+-0.097736 O        b'+1:lemma:arginine'
+-0.099182 O        b'word[:1]:l'
+-0.103765 Temp     b'postag:NN'
+-0.104490 O        b'-1:postag:-LRB-'
+-0.105330 O        b'+1:lemma:fecl2'
+-0.105330 O        b'+1:word:FeCl2'
+-0.105938 Air      b'-1:postag:CC'
+-0.107646 O        b'-1:word:OmpR'
+-0.109102 O        b'+1:lemma:\xc2\xb0c'
+-0.109102 O        b'+1:word:\xc2\xb0C'
+-0.112420 Air      b'postag:-RRB-'
+-0.112420 Air      b'word[:2]:-R'
+-0.117390 Air      b'isLower'
+-0.117817 O        b'-1:lemma:IP'
+-0.117817 O        b'-1:word:IP'
+-0.119059 Anti     b'+1:lemma:anti-fur'
+-0.119059 Anti     b'+1:word:anti-Fur'
+-0.120171 O        b'word[:1]:g'
+-0.122244 Technique b'isNumber'
+-0.123373 O        b'lemma:of'
+-0.123373 O        b'word[:2]:of'
+-0.123373 O        b'word:of'
+-0.125903 O        b'+1:postag:IN'
+-0.127562 O        b'+1:lemma:c'
+-0.128049 OD       b'postag:CD'
+-0.128910 Gtype    b'postag:NNP'
+-0.131123 O        b'lemma:anaerobically'
+-0.131123 O        b'word:anaerobically'
+-0.133893 Supp     b'word[:2]:mi'
+-0.136181 O        b'-1:word:the'
+-0.136609 O        b'-1:lemma:od600'
+-0.136609 O        b'-1:word:OD600'
+-0.137723 O        b'+1:lemma:+'
+-0.137723 O        b'+1:word:+'
+-0.138435 O        b'word[:1]:F'
+-0.140881 O        b'word[:2]:0.'
+-0.141470 Air      b'symb'
+-0.141558 O        b'word[:1]:p'
+-0.142135 O        b'lemma:150'
+-0.142135 O        b'+1:lemma:mg/ml'
+-0.142135 O        b'word[:2]:15'
+-0.142135 O        b'word:150'
+-0.142135 O        b'+1:word:mg/mL'
+-0.143733 Phase    b'-1:word:at'
+-0.143958 O        b'-1:lemma:iptg'
+-0.143958 O        b'-1:word:IPTG'
+-0.145720 Phase    b'-1:lemma:at'
+-0.148058 OD       b'+1:lemma:~'
+-0.148058 OD       b'+1:word:~'
+-0.154564 Anti     b'symb'
+-0.168424 O        b'+1:lemma:-rrb-'
+-0.168424 O        b'+1:word:-RRB-'
+-0.171070 OD       b'+1:postag:CD'
+-0.178172 Air      b'-1:lemma:or'
+-0.178172 Air      b'-1:word:or'
+-0.183332 O        b'-1:postag:VBN'
+-0.185846 O        b'lemma:20'
+-0.185846 O        b'word:20'
+-0.187116 O        b'-1:postag:IN'
+-0.187838 Gtype    b'-1:lemma:,'
+-0.187838 Gtype    b'-1:postag:,'
+-0.187838 Gtype    b'-1:word:,'
+-0.197654 OD       b'lemma:~'
+-0.197654 OD       b'word[:1]:~'
+-0.197654 OD       b'word:~'
+-0.209004 O        b'lemma:phase'
+-0.209004 O        b'word:phase'
+-0.232938 O        b'word[:2]:mg'
+-0.241910 O        b'lemma:37'
+-0.241910 O        b'word[:2]:37'
+-0.241910 O        b'word:37'
+-0.256827 O        b'+1:lemma:.'
+-0.256827 O        b'+1:postag:.'
+-0.256827 O        b'+1:word:.'
+-0.258887 O        b'+1:postag:-RRB-'
+-0.260688 O        b'word[:1]:K'
+-0.271025 Temp     b'hGreek'
+-0.272963 O        b'+1:lemma:cell'
+-0.279619 O        b'-1:lemma:rpob'
+-0.279619 O        b'-1:word:RpoB'
+-0.282042 O        b'lemma:2h'
+-0.282042 O        b'-1:lemma:additional'
+-0.282042 O        b'word[:2]:2h'
+-0.282042 O        b'word:2h'
+-0.282042 O        b'-1:word:additional'
+-0.307901 O        b'word[:1]:m'
+-0.310789 O        b'+1:word:cells'
+-0.312898 Technique b'isLower'
+-0.323122 Supp     b'+1:postag:VBN'
+-0.336111 Gtype    b'lemma:delta'
+-0.336111 Gtype    b'word:delta'
+-0.338083 O        b'-1:lemma:37'
+-0.338083 O        b'-1:word:37'
+-0.363134 O        b'word[:1]:N'
+-0.365622 Supp     b'isUpper'
+-0.371038 Temp     b'+1:lemma:to'
+-0.371038 Temp     b'+1:postag:TO'
+-0.371038 Temp     b'+1:word:to'
+-0.375663 O        b'lemma:methanol'
+-0.375663 O        b'word:methanol'
+-0.386821 O        b'+1:word:C'
+-0.390549 O        b'word[:2]:Fe'
+-0.398822 O        b'+1:postag:NNS'
+-0.400605 O        b'+1:lemma:hour'
+-0.402617 OD       b'postag:IN'
+-0.405062 Med      b'+1:postag:NN'
+-0.406038 O        b'-1:lemma:nsrr'
+-0.406038 O        b'-1:word:NsrR'
+-0.414701 O        b'-1:lemma:ompr'
+-0.416003 Gtype    b'isNumber'
+-0.429137 O        b'word[:2]:gl'
+-0.433599 O        b'-1:lemma:grow'
+-0.446189 Supp     b'word[:2]:an'
+-0.449818 Temp     b'isLower'
+-0.453449 Supp     b'-1:lemma:%'
+-0.453449 Supp     b'-1:word:%'
+-0.479179 Med      b'-1:postag:IN'
+-0.488851 O        b'word[:2]:ri'
+-0.490659 O        b'word[:2]:me'
+-0.500177 Med      b'-1:postag:NN'
+-0.509290 O        b'word[:2]:ce'
+-0.522634 O        b'postag:VBP'
+-0.532399 Med      b'+1:postag:IN'
+-0.539071 O        b'+1:lemma:supplement'
+-0.539071 O        b'+1:word:supplemented'
+-0.539739 O        b'lemma:rifampicin'
+-0.539739 O        b'word:rifampicin'
+-0.552871 O        b'+1:lemma:g/l'
+-0.552871 O        b'+1:word:g/L'
+-0.560634 Agit     b'hUpper'
+-0.560634 Agit     b'hLower'
+-0.562608 O        b'-1:lemma:dissolve'
+-0.562608 O        b'+1:lemma:methanol'
+-0.562608 O        b'-1:word:dissolved'
+-0.562608 O        b'+1:word:methanol'
+-0.619514 Air      b'-1:postag:JJ'
+-0.625491 Phase    b'postag:JJ'
+-0.625812 O        b'word[:1]:d'
+-0.649550 Supp     b'word[:1]:C'
+-0.703665 Phase    b'hUpper'
+-0.703665 Phase    b'hLower'
+-0.716840 O        b'+1:lemma:at'
+-0.716840 O        b'+1:word:at'
+-0.763556 Phase    b'-1:postag:JJ'
+-0.787727 O        b'lemma:mid-log'
+-0.787727 O        b'word:mid-log'
+-0.797424 Anti     b'postag:NNP'
+-0.811067 O        b'lemma:wt'
+-0.815501 O        b'-1:postag:VBG'
+-0.817040 O        b'word[:1]:0'
+-0.819358 O        b'postag:RB'
+-0.827170 O        b'-1:lemma:co2'
+-0.827170 O        b'-1:word:CO2'
+-0.854780 OD       b'isNumber'
+-0.880817 O        b'+1:postag:VBG'
+-0.904661 OD       b'+1:postag:NN'
+-0.945300 O        b'+1:lemma:in'
+-0.945300 O        b'+1:word:in'
+-0.951737 O        b'+1:lemma:2'
+-0.951737 O        b'+1:word:2'
+-0.992231 Air      b'postag:NN'
+-1.005360 O        b'word:cells'
+-1.012629 O        b'word[:1]:\xce\x94'
+-1.013888 Med      b'symb'
+-1.045981 O        b'+1:lemma:1'
+-1.045981 O        b'+1:word:1'
+-1.053560 O        b'-1:lemma:2'
+-1.053560 O        b'-1:word:2'
+-1.102339 Gtype    b'word[:1]:C'
+-1.167989 Gversion b'isLower'
+-1.221456 Gtype    b'isUpper'
+-1.317978 O        b'-1:postag::'
+-1.332231 Supp     b'symb'
+-1.384191 Supp     b'postag:JJ'
+-1.468390 O        b'word[:1]:P'
+-1.498430 O        b'word[:2]:Ch'
+-1.650068 Technique b'postag:NN'
+-1.692161 O        b'+1:word:hours'
+-2.120503 O        b'-1:lemma::'
+-2.120503 O        b'-1:word::'
+-2.146800 Supp     b'hGreek'
+-2.229078 O        b'-1:lemma:_'
+-2.229078 O        b'-1:word:_'
+-3.855247 OD       b'word[:1]:-'
+

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.08401658210095098, 'c2': 0.01884625069711085}
+best CV score:0.7971532567919597
+model size: 0.08M
+
+Flat F1: 0.7859098898539817
+             precision    recall  f1-score   support
+
+         OD      1.000     0.405     0.577        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.803     0.860     0.831        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.947     0.973        19
+        Air      0.754     0.742     0.748        62
+       Anti      1.000     0.444     0.615         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.863     0.774     0.816       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.865     0.662     0.750       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.865     0.740     0.786       480
+
+
+Top likely transitions:
+Agit   -> Agit    6.618083
+OD     -> OD      5.963729
+Anti   -> Anti    5.607797
+Temp   -> Temp    5.545821
+Med    -> Med     5.260331
+Air    -> Air     4.806253
+Gversion -> Gversion 4.687833
+O      -> O       4.630219
+Phase  -> Phase   4.602318
+Gtype  -> Gtype   4.461602
+Supp   -> Supp    4.065962
+Technique -> Technique 3.763491
+pH     -> pH      2.471906
+O      -> Supp    1.921146
+Substrain -> Gtype   1.817014
+Gtype  -> Supp    1.706501
+O      -> Gtype   1.385338
+O      -> Technique 1.373124
+Air    -> O       1.263736
+Technique -> Air     0.981438
+O      -> Temp    0.947656
+O      -> Anti    0.881240
+O      -> Gversion 0.510967
+Gtype  -> pH      0.475746
+Med    -> O       0.383498
+Gtype  -> Air     0.370305
+Phase  -> O       0.334011
+O      -> Strain  0.302672
+OD     -> Phase   0.207286
+Temp   -> O       0.148085
+O      -> Med     0.134972
+O      -> pH      0.068234
+O      -> Phase   0.059435
+Supp   -> O       0.022057
+O      -> Vess    0.017629
+Phase  -> Air     0.013801
+Supp   -> Phase   -0.000010
+Phase  -> Technique -0.000094
+O      -> OD      -0.000142
+Gversion -> Air     -0.000827
+Air    -> Phase   -0.032287
+Anti   -> Gtype   -0.056186
+Supp   -> Temp    -0.140218
+Technique -> O       -0.163065
+Med    -> Air     -0.167050
+Supp   -> Anti    -0.172664
+Anti   -> OD      -0.203224
+Gtype  -> O       -0.264978
+Supp   -> Gversion -0.273317
+Temp   -> Med     -0.300017
+
+
+Top unlikely transitions:
+Med    -> O       0.383498
+Gtype  -> Air     0.370305
+Phase  -> O       0.334011
+O      -> Strain  0.302672
+OD     -> Phase   0.207286
+Temp   -> O       0.148085
+O      -> Med     0.134972
+O      -> pH      0.068234
+O      -> Phase   0.059435
+Supp   -> O       0.022057
+O      -> Vess    0.017629
+Phase  -> Air     0.013801
+Supp   -> Phase   -0.000010
+Phase  -> Technique -0.000094
+O      -> OD      -0.000142
+Gversion -> Air     -0.000827
+Air    -> Phase   -0.032287
+Anti   -> Gtype   -0.056186
+Supp   -> Temp    -0.140218
+Technique -> O       -0.163065
+Med    -> Air     -0.167050
+Supp   -> Anti    -0.172664
+Anti   -> OD      -0.203224
+Gtype  -> O       -0.264978
+Supp   -> Gversion -0.273317
+Temp   -> Med     -0.300017
+Gtype  -> Gversion -0.322045
+Supp   -> Technique -0.339816
+Air    -> Med     -0.378155
+Supp   -> OD      -0.429402
+Supp   -> Air     -0.446692
+OD     -> Gtype   -0.457057
+Supp   -> Gtype   -0.465532
+Air    -> Supp    -0.485627
+OD     -> Med     -0.597226
+Gtype  -> Anti    -0.605601
+OD     -> Air     -0.642908
+Agit   -> O       -0.654857
+Air    -> OD      -0.667036
+Gtype  -> Med     -0.685203
+OD     -> O       -0.817999
+Technique -> OD      -0.835801
+O      -> Air     -0.855078
+Technique -> pH      -0.981502
+Technique -> Gtype   -0.984976
+Supp   -> Med     -1.097285
+Substrain -> O       -1.099208
+Gtype  -> OD      -1.114446
+Med    -> Supp    -1.496574
+Phase  -> OD      -1.695254
+
+
+Top positive:
+8.123739 O        b'lemma:_'
+6.810504 Phase    b'lemma:stationary'
+6.641654 O        b'lemma:1'
+6.403325 Supp     b'lemma:Iron'
+6.186494 Air      b'lemma:anaerobic'
+6.121179 Technique b'lemma:ChIP-exo'
+6.115918 Strain   b'lemma:k-12'
+6.089855 Air      b'lemma:aerobic'
+5.817542 Phase    b'lemma:mid-log'
+5.738043 O        b'lemma:rpob'
+5.580039 O        b'lemma:2'
+5.561019 Technique b'lemma:chipseq'
+5.375911 Air      b'-1:lemma:ChIP-Seq'
+5.253286 Supp     b'lemma:pq'
+5.023770 O        b'lemma:3'
+4.993878 Substrain b'lemma:mg1655'
+4.982089 O        b'-1:lemma:tag'
+4.964173 O        b'postag:IN'
+4.938595 Gversion b'lemma:asm584v2'
+4.926165 Supp     b'lemma:nitrate'
+4.785605 Gtype    b'lemma:\xce\xb4cra'
+4.768006 Supp     b'lemma:nh4cl'
+4.718684 O        b'lemma:rep1'
+4.670907 Gtype    b'lemma:flag-tag'
+4.670907 Gtype    b'-1:lemma:c-terminal'
+4.606839 Supp     b'lemma:glucose'
+4.553992 O        b'lemma:Cra'
+4.544271 Supp     b'+1:lemma:\xc2\xb5m'
+4.491246 Gtype    b'lemma:arca8myc'
+4.483151 O        b'lemma:rep2'
+4.433079 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.339017 Med      b'lemma:MOPS'
+4.311202 Air      b'lemma:Aerobic'
+4.296372 O        b'lemma:rep3'
+4.261737 O        b'lemma:\xcf\x8332'
+4.226976 O        b'lemma:Custom'
+4.195337 O        b'lemma:b'
+4.188524 Med      b'lemma:LB'
+4.172139 Supp     b'lemma:dpd'
+4.089549 Med      b'lemma:lb'
+4.079376 O        b'-1:lemma:ChIP-exo'
+4.036897 Supp     b'lemma:acetate'
+4.018214 Gtype    b'lemma:wt'
+4.015668 Technique b'lemma:rna-seq'
+3.920242 Gtype    b'lemma:delta-arca'
+3.910529 Gversion b'lemma:nc'
+3.899136 O        b'lemma:a'
+3.895888 Gtype    b'+1:lemma:type'
+3.885009 O        b'postag::'
+3.855692 Gtype    b'lemma:type'
+3.834701 Supp     b'lemma:no3'
+3.819349 OD       b'lemma:od600'
+3.817994 Supp     b'lemma:Fe'
+3.765429 Anti     b'lemma:none'
+3.748597 Gtype    b'lemma:fnr8myc'
+3.746700 Technique b'lemma:chip-seq'
+3.731504 O        b'-1:lemma:Aerobic'
+3.682782 O        b'lemma:.'
+3.682782 O        b'postag:.'
+3.604002 OD       b'lemma:od450'
+3.566627 Technique b'lemma:ChIP-Seq'
+3.529137 O        b'lemma:CEL'
+3.522238 Supp     b'lemma:fructose'
+3.519152 Anti     b'lemma:seqa'
+3.519022 O        b'lemma:-'
+3.511099 Technique b'lemma:rnaseq'
+3.493325 Supp     b'+1:lemma:Deficient'
+3.455879 Gtype    b'lemma:\xe2\x88\x86'
+3.419995 Air      b'postag:RB'
+3.414096 Med      b'+1:lemma:0.4'
+3.352804 O        b'+1:lemma:od600'
+3.347175 Gtype    b'lemma:delta-fnr'
+3.308709 Gversion b'lemma:chip-seq'
+3.285099 Supp     b'+1:lemma:1'
+3.229589 Gtype    b'lemma:\xce\xb4fur'
+3.161898 Supp     b'lemma:arginine'
+3.139896 Gtype    b'lemma:nsrr'
+3.136958 Vess     b'lemma:flask'
+3.136958 Vess     b'-1:lemma:warm'
+3.129325 Med      b'lemma:m63'
+3.128400 Gtype    b'+1:lemma:with'
+3.125627 pH       b'lemma:ph5'
+3.125627 pH       b'+1:lemma:.5'
+3.125247 Supp     b'lemma:rifampicin'
+3.103906 O        b'+1:postag:RB'
+3.094719 Gversion b'lemma:000913'
+3.087516 O        b'-1:lemma:anaerobic'
+3.071486 Gtype    b'lemma:wild-type'
+3.045037 O        b'-1:lemma:0.3-0.35'
+3.040572 Supp     b'+1:lemma:2'
+3.014672 O        b'postag:VBN'
+3.012836 Supp     b'-1:lemma:Cra'
+3.011017 Gversion b'-1:lemma:nc'
+2.965942 O        b'-1:lemma:glucose'
+2.965565 Supp     b'+1:lemma:hour'
+2.961946 Anti     b'lemma:anti-myc'
+2.924402 O        b'-1:lemma:lb'
+2.922240 Strain   b'+1:lemma:substr'
+2.919534 O        b'lemma:affyexp'
+2.903005 O        b'lemma:for'
+2.879508 Technique b'-1:lemma:IP'
+2.872556 O        b'lemma:with'
+2.842720 O        b'-1:lemma:type'
+2.828833 Gversion b'lemma:u00096'
+2.828833 Gversion b'+1:lemma:.2'
+2.821257 Anti     b'+1:lemma:antibody'
+2.802148 Gversion b'lemma:.2'
+2.802148 Gversion b'-1:lemma:u00096'
+2.791973 Gtype    b'-1:lemma:ptac'
+2.785654 O        b'lemma:chip'
+2.777328 O        b'lemma:oxyr'
+2.767449 O        b'lemma:s'
+2.762984 Med      b'+1:lemma:2.0'
+2.701150 Temp     b'lemma:\xc2\xb0c'
+2.700498 Temp     b'-1:lemma:43'
+2.698132 Gtype    b'lemma:\xce\xb4soxs'
+2.696529 OD       b'+1:lemma:stationary'
+2.695658 O        b'lemma:or'
+2.694898 O        b'postag:CC'
+2.692159 O        b'-1:lemma:stpa'
+2.668311 O        b'lemma:ompr'
+2.643579 Supp     b'lemma:nacl'
+2.630322 O        b'lemma:chip-arca'
+2.625439 Supp     b'+1:lemma:_'
+2.617277 Med      b'-1:lemma:ml'
+2.616109 Gtype    b'lemma:\xce\xb4ompr'
+2.581776 Temp     b'lemma:43'
+2.528601 Temp     b'-1:lemma:sample'
+2.520928 O        b'lemma:Lrp'
+2.506536 Gtype    b'lemma:WT'
+2.496575 Gtype    b'lemma:ptac'
+2.489191 O        b'+1:lemma:chip-seq'
+2.488069 O        b'+1:lemma:o.d.'
+2.478372 Technique b'-1:lemma:chip-exo'
+2.471197 Gtype    b'lemma:pk4854'
+2.470284 Gtype    b'+1:lemma:ph5'
+2.425178 Temp     b'-1:lemma:\xcf\x8332'
+2.394241 Gtype    b'+1:lemma:pq'
+2.390337 Supp     b'-1:lemma:+'
+2.379949 O        b'-1:lemma:l1'
+2.373863 Gtype    b'lemma:deltaseqa'
+2.373863 Gtype    b'-1:lemma:old'
+2.362861 O        b'+1:lemma:pq'
+2.344951 pH       b'lemma:.5'
+2.344951 pH       b'-1:lemma:ph5'
+2.343944 O        b'lemma:purr'
+2.340182 O        b'postag:DT'
+2.330847 Med      b'+1:lemma:minimal'
+2.321541 Supp     b'lemma:Leu'
+2.318395 O        b'lemma:argr'
+2.311924 Technique b'+1:lemma:chip-exo'
+2.309581 Gtype    b'+1:lemma:flagtag'
+2.296616 Technique b'-1:lemma:input'
+2.290860 Temp     b'-1:lemma:37'
+2.268695 pH       b'+1:postag:CD'
+2.260677 Air      b'-1:lemma:-'
+2.258589 O        b'lemma:Fur'
+2.242051 Gtype    b'-1:lemma:rpob'
+2.232930 Substrain b'+1:lemma:phtpg'
+2.209727 O        b'+1:lemma:mid-log'
+2.203454 O        b'+1:lemma:sparging'
+2.197358 Anti     b'lemma:anti-rpos'
+2.189715 Temp     b'lemma:37'
+2.177841 Med      b'lemma:glucose'
+2.177663 Supp     b'lemma:iptg'
+2.156759 Phase    b'+1:lemma:for'
+2.146515 Gtype    b'-1:lemma:nsrr'
+2.145729 O        b'lemma:soxs'
+2.145729 O        b'lemma:soxr'
+2.116627 Med      b'lemma:L'
+2.116627 Med      b'+1:lemma:broth'
+2.108116 Gtype    b'+1:lemma:_'
+2.105252 O        b'+1:lemma:anti-fur'
+2.101969 O        b'-1:lemma:dpd'
+2.101790 O        b'postag:SYM'
+2.101328 O        b'postag:VBG'
+2.099930 O        b'-1:lemma:\xc2\xb0c'
+2.098829 Air      b'lemma:anaerobically'
+2.098434 Supp     b'-1:lemma:\xc2\xb5m'
+2.096819 Gtype    b'+1:lemma:aerobic'
+2.094813 Supp     b'lemma:Adenine'
+2.088323 O        b'lemma:2-3'
+2.075369 O        b'lemma:at'
+2.068102 Vess     b'-1:postag:VBN'
+2.054291 O        b'-1:lemma:0.3'
+2.053277 Supp     b'lemma:20'
+2.013209 Air      b'lemma:Anaerobic'
+2.012548 Air      b'lemma:anerobically'
+1.999409 Gtype    b'lemma:\xce\xb4soxr'
+1.981344 O        b'+1:postag:NNP'
+1.973476 Med      b'postag:NNP'
+1.946249 Gtype    b'lemma:\xce\xb4oxyr'
+1.946126 Phase    b'-1:lemma:until'
+1.942530 Supp     b'-1:lemma:with'
+1.936299 O        b'lemma:genotype/variation'
+1.930729 Temp     b'-1:lemma:30'
+1.927186 O        b'lemma:chip-fnr'
+1.924213 Gtype    b'-1:postag:VBG'
+1.924060 Temp     b'+1:lemma:\xc2\xb0c'
+1.915381 Technique b'-1:lemma:_'
+
+
+Top negative:
+0.000026 O        b'-1:postag:-RRB-'
+0.000013 Anti     b'lemma:polyclonal'
+0.000013 Gtype    b'+1:lemma:lacx74/ptg2'
+0.000013 O        b'lemma:ga'
+0.000000 O        b'lemma:Deficient'
+-0.000007 O        b'+1:lemma:pahse'
+-0.000008 O        b'-1:lemma:chip-exo'
+-0.000010 Supp     b'+1:lemma:-rrb-'
+-0.000010 Supp     b'+1:postag:-RRB-'
+-0.000013 O        b'+1:lemma:delta'
+-0.000025 O        b'lemma:pahse'
+-0.000026 Gversion b'-1:postag:NN'
+-0.000058 O        b'+1:lemma:phase'
+-0.000081 OD       b'postag:NNS'
+-0.000302 O        b'-1:lemma:delta'
+-0.000325 O        b'+1:lemma:dissolve'
+-0.000441 O        b'-1:postag:DT'
+-0.001613 O        b'lemma:10'
+-0.002653 Med      b'-1:postag:CD'
+-0.007301 OD       b'+1:postag:NNS'
+-0.011796 O        b'lemma:minimal'
+-0.012879 Air      b'postag:CC'
+-0.015192 Supp     b'+1:lemma:glucose'
+-0.015373 O        b'lemma:mg1655'
+-0.015533 Med      b'postag:JJ'
+-0.015705 OD       b'+1:postag:CD'
+-0.016291 O        b'+1:lemma:0.4'
+-0.019297 O        b'+1:lemma:-lcb-'
+-0.019455 OD       b'+1:lemma:-lrb-'
+-0.022330 O        b'+1:lemma:antibody'
+-0.024436 O        b'+1:lemma:grow'
+-0.025452 O        b'+1:lemma:~'
+-0.025572 OD       b'+1:lemma:0.4'
+-0.026441 Gtype    b'+1:postag:NNS'
+-0.030832 O        b'-1:lemma:the'
+-0.033857 O        b'lemma:aerobically'
+-0.036355 O        b'+1:lemma:mm'
+-0.037359 Gtype    b'+1:lemma:2'
+-0.037661 O        b'-1:postag:IN'
+-0.040653 O        b'lemma:medium'
+-0.041962 O        b'lemma:glucose'
+-0.042266 O        b'+1:lemma:Aerobic'
+-0.043089 Phase    b'+1:postag:NN'
+-0.044930 O        b'+1:lemma:95'
+-0.055017 Gtype    b'-1:postag:CD'
+-0.055240 O        b'lemma:o2'
+-0.060245 Gtype    b'+1:lemma:cra'
+-0.060637 O        b'lemma:nacl'
+-0.061555 Phase    b'-1:postag:NN'
+-0.071216 O        b'-1:postag:VBN'
+-0.073581 O        b'-1:lemma:mm'
+-0.078544 Med      b'postag:CD'
+-0.090713 Supp     b'-1:postag:NNP'
+-0.098591 O        b'lemma:\xc2\xb0c'
+-0.102077 Air      b'-1:postag:CC'
+-0.102114 O        b'lemma:m63'
+-0.105468 Temp     b'-1:lemma:\xc2\xb0c'
+-0.105895 Supp     b'lemma:and'
+-0.111348 Air      b'-1:lemma:or'
+-0.115338 O        b'+1:lemma:_'
+-0.128807 Med      b'-1:postag:NN'
+-0.128969 Gtype    b'lemma:delta'
+-0.131150 O        b'+1:lemma:or'
+-0.132570 O        b'+1:lemma:minimal'
+-0.135127 O        b'-1:lemma:30'
+-0.135964 O        b'-1:lemma:e.'
+-0.140354 Med      b'+1:postag:NN'
+-0.145665 O        b'-1:lemma:-lrb-'
+-0.155987 O        b'lemma:n2'
+-0.156942 O        b'-1:lemma:of'
+-0.159639 Gversion b'+1:postag:NN'
+-0.161027 O        b'-1:lemma:\xe2\x88\x86'
+-0.166686 O        b'lemma:e.'
+-0.169994 OD       b'postag:JJ'
+-0.176847 Med      b'+1:postag:NNS'
+-0.176866 Supp     b'-1:postag:VBG'
+-0.183758 O        b'lemma:grow'
+-0.188546 O        b'-1:lemma:n2'
+-0.188833 O        b'-1:lemma:g/l'
+-0.190322 OD       b'+1:lemma:and'
+-0.195342 OD       b'+1:postag:CC'
+-0.202144 O        b'-1:postag:-LRB-'
+-0.205644 O        b'lemma:co2'
+-0.210227 Supp     b'+1:postag:IN'
+-0.213468 O        b'-1:lemma:0.1'
+-0.214864 O        b'lemma:phase'
+-0.215815 Supp     b'+1:postag:VBN'
+-0.219355 Gtype    b'postag:CD'
+-0.239606 Gtype    b'-1:postag:SYM'
+-0.243275 O        b'-1:lemma:from'
+-0.244995 Supp     b'postag:CC'
+-0.246314 Temp     b'postag:JJ'
+-0.247956 O        b'+1:lemma:.'
+-0.247956 O        b'+1:postag:.'
+-0.249604 O        b'+1:lemma:5'
+-0.250831 Gtype    b'-1:postag:DT'
+-0.253469 O        b'+1:lemma:-rrb-'
+-0.254981 O        b'+1:lemma:until'
+-0.256496 O        b'+1:lemma:shake'
+-0.257679 O        b'+1:lemma:%'
+-0.258132 O        b'lemma:lb'
+-0.269974 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.281159 O        b'-1:lemma:iptg'
+-0.288450 Technique b'-1:lemma::'
+-0.293073 O        b'+1:postag:IN'
+-0.295868 Phase    b'-1:lemma:at'
+-0.299182 O        b'-1:lemma:um'
+-0.299182 O        b'+1:lemma:paraquat'
+-0.314439 O        b'lemma:k-12'
+-0.325000 O        b'+1:lemma:rep1'
+-0.330417 Med      b'-1:postag:IN'
+-0.341066 O        b'+1:lemma:c'
+-0.359756 O        b'lemma:purify'
+-0.360517 pH       b'postag:NN'
+-0.360830 O        b'-1:lemma:1'
+-0.366396 O        b'lemma:30'
+-0.368824 Med      b'+1:postag:IN'
+-0.371177 O        b'-1:lemma:rifampicin'
+-0.372454 O        b'-1:lemma:o2'
+-0.379912 Supp     b'+1:lemma:rifampicin'
+-0.385450 O        b'-1:lemma:until'
+-0.400292 Anti     b'+1:lemma:anti-fur'
+-0.408694 Phase    b'-1:postag:JJ'
+-0.409475 O        b'+1:postag:-RRB-'
+-0.425033 Anti     b'+1:postag:JJ'
+-0.431972 O        b'-1:lemma:mid-log'
+-0.454284 O        b'+1:lemma:\xc2\xb0c'
+-0.456154 O        b'-1:lemma:cra'
+-0.468923 O        b'+1:lemma:300'
+-0.476521 OD       b'+1:postag:NN'
+-0.486601 O        b'+1:lemma:arginine'
+-0.497598 O        b'-1:lemma:od600'
+-0.500312 Temp     b'postag:NN'
+-0.501307 O        b'lemma:\xe2\x88\x86'
+-0.527078 O        b'-1:lemma:grow'
+-0.535232 O        b'lemma:media'
+-0.560336 Temp     b'+1:lemma:to'
+-0.560336 Temp     b'+1:postag:TO'
+-0.580574 Technique b'-1:postag::'
+-0.586372 O        b'lemma:150'
+-0.586372 O        b'+1:lemma:mg/ml'
+-0.599232 O        b'-1:lemma:ml'
+-0.631824 O        b'lemma:od600'
+-0.642215 O        b'+1:lemma:cell'
+-0.656656 O        b'-1:lemma:0.2'
+-0.667528 O        b'lemma:dissolve'
+-0.696155 O        b'+1:lemma:0.3'
+-0.704278 O        b'+1:postag:NNS'
+-0.722852 O        b'lemma:of'
+-0.794409 OD       b'lemma:-lrb-'
+-0.798043 O        b'lemma:mid-log'
+-0.800225 Air      b'-1:postag:JJ'
+-0.807147 O        b'+1:lemma:fecl2'
+-0.846837 O        b'lemma:anaerobically'
+-0.848073 O        b'-1:postag:VBG'
+-0.863647 O        b'lemma:\xce\xb4fur'
+-0.869227 O        b'lemma:anaerobic'
+-0.880191 O        b'lemma:20'
+-0.903243 Supp     b'-1:lemma:%'
+-0.911617 OD       b'postag:-LRB-'
+-0.920995 O        b'lemma:0.3'
+-0.922420 Supp     b'+1:lemma:acetate'
+-0.960047 O        b'-1:lemma:~'
+-0.971637 O        b'-1:lemma:sample'
+-0.997239 O        b'-1:lemma:dissolve'
+-0.997239 O        b'+1:lemma:methanol'
+-1.021077 O        b'-1:lemma:co2'
+-1.029818 O        b'-1:postag::'
+-1.037126 O        b'+1:lemma:g/l'
+-1.055847 O        b'+1:postag:VBG'
+-1.065175 O        b'postag:VBP'
+-1.100145 O        b'lemma:fecl2'
+-1.138423 O        b'lemma:2h'
+-1.138423 O        b'-1:lemma:additional'
+-1.148498 Air      b'postag:NN'
+-1.149326 O        b'lemma:0.1'
+-1.209987 O        b'lemma:0.2'
+-1.234531 O        b'+1:lemma:supplement'
+-1.275261 O        b'lemma:37'
+-1.368318 O        b'+1:lemma:at'
+-1.399811 O        b'-1:lemma:37'
+-1.426313 O        b'+1:lemma:in'
+-1.457935 O        b'-1:lemma:rpob'
+-1.491896 O        b'-1:lemma:ompr'
+-1.501624 Air      b'+1:postag:JJ'
+-1.548871 O        b'lemma:wt'
+-1.574564 Phase    b'postag:JJ'
+-1.596170 O        b'+1:lemma:hour'
+-1.660391 O        b'-1:lemma:IP'
+-1.699119 Supp     b'postag:JJ'
+-1.736144 O        b'lemma:methanol'
+-1.794070 O        b'-1:lemma:nsrr'
+-1.798927 O        b'+1:lemma:+'
+-1.799190 Anti     b'postag:NNP'
+-2.092441 O        b'-1:lemma:2'
+-2.113784 O        b'+1:lemma:2'
+-2.209993 O        b'lemma:rifampicin'
+-2.612840 O        b'+1:lemma:1'
+-3.674746 O        b'-1:lemma:_'
+-3.979126 O        b'-1:lemma::'
+

 ********** TRAINING AND TESTING REPORT **********
 Training file: training-data-set-70_v4.txt
 
-best params:{'c1': 0.04724343003249949, 'c2': 0.01243677446159028}
-best CV score:0.7976445146405444
+best params:{'c1': 0.06175888892030738, 'c2': 0.007297468450426697}
+best CV score:0.8063684219603322
 model size: 0.08M
 
-Flat F1: 0.7934791324630633
+Flat F1: 0.8038632313016971
              precision    recall  f1-score   support
 
-         OD      1.000     0.405     0.577        37
+         OD      0.789     0.405     0.536        37
          pH      1.000     1.000     1.000        12
   Technique      0.952     0.909     0.930        22
-        Med      0.891     0.860     0.875        57
+        Med      0.897     0.912     0.904        57
        Temp      0.818     1.000     0.900        18
        Vess      0.000     0.000     0.000         0
        Agit      0.000     0.000     0.000         0
       Phase      1.000     0.947     0.973        19
-        Air      0.742     0.742     0.742        62
+        Air      0.807     0.742     0.773        62
        Anti      1.000     0.444     0.615         9
      Strain      1.000     1.000     1.000         1
-      Gtype      0.862     0.764     0.810       106
+      Gtype      0.867     0.802     0.833       106
   Substrain      0.000     0.000     0.000         1
-       Supp      0.869     0.684     0.765       136
+       Supp      0.877     0.684     0.769       136
    Gversion      0.000     0.000     0.000         0
 
-avg / total      0.875     0.744     0.793       480
+avg / total      0.871     0.758     0.804       480
 
 
 Top likely transitions:
-Agit   -> Agit    6.389375
-Anti   -> Anti    5.797544
-OD     -> OD      5.755859
-Temp   -> Temp    5.474910
-Med    -> Med     5.305285
-Gversion -> Gversion 4.804763
-O      -> O       4.666202
-Air    -> Air     4.625279
-Gtype  -> Gtype   4.391065
-Phase  -> Phase   4.207878
-Supp   -> Supp    3.772231
-Technique -> Technique 3.487681
-pH     -> pH      2.578623
-O      -> Supp    1.341155
-Gtype  -> Supp    1.313090
-Substrain -> Gtype   1.142286
-O      -> Technique 1.070411
-O      -> Gtype   1.049693
-O      -> Anti    0.871683
-Technique -> Air     0.727345
-Gtype  -> pH      0.559755
-O      -> Temp    0.443406
-Air    -> O       0.413184
-Gtype  -> Air     0.316166
-O      -> Gversion 0.270633
-O      -> Strain  0.150083
-Med    -> O       0.029148
-O      -> pH      0.001669
-OD     -> Temp    -0.004690
-pH     -> O       -0.027664
-Anti   -> O       -0.053386
-Air    -> Gtype   -0.064282
-Gversion -> O       -0.068988
-OD     -> Technique -0.076420
-Phase  -> Air     -0.090168
-O      -> Med     -0.097953
-Phase  -> O       -0.101900
-O      -> Phase   -0.121729
-Anti   -> Gtype   -0.149802
-Air    -> Phase   -0.152600
-Anti   -> Supp    -0.166950
-O      -> OD      -0.195576
-Gversion -> Air     -0.198819
-Med    -> Air     -0.247104
-Technique -> Supp    -0.254151
-Supp   -> pH      -0.311839
-Supp   -> Anti    -0.312452
-Anti   -> OD      -0.340468
-Supp   -> Phase   -0.344456
-Gtype  -> Technique -0.348541
+Agit   -> Agit    7.039997
+OD     -> OD      6.131524
+Anti   -> Anti    6.088253
+Temp   -> Temp    5.782167
+Med    -> Med     5.473727
+Phase  -> Phase   5.118964
+Gversion -> Gversion 5.069590
+Air    -> Air     5.035955
+O      -> O       4.832708
+Gtype  -> Gtype   4.669937
+Supp   -> Supp    4.378479
+Technique -> Technique 3.990893
+pH     -> pH      2.569701
+Substrain -> Gtype   1.830007
+O      -> Supp    1.626801
+O      -> Gtype   1.297672
+Gtype  -> Supp    1.190661
+O      -> Technique 1.135884
+Air    -> O       0.818807
+Technique -> Air     0.814259
+O      -> Anti    0.771130
+O      -> Temp    0.647711
+O      -> Gversion 0.213529
+Med    -> O       0.130864
+Gtype  -> pH      0.110856
+Temp   -> O       0.071206
+O      -> Med     0.068395
+OD     -> Phase   0.032935
+O      -> Phase   0.005045
+O      -> Strain  0.004127
+Gtype  -> Air     0.001026
+O      -> pH      0.000010
+Med    -> Air     -0.000266
+Air    -> Phase   -0.002144
+Supp   -> Gtype   -0.028407
+Gtype  -> Phase   -0.055051
+pH     -> O       -0.067213
+Phase  -> O       -0.083281
+Supp   -> Temp    -0.086247
+O      -> Agit    -0.105739
+Anti   -> OD      -0.120656
+Supp   -> Gversion -0.132405
+Phase  -> Air     -0.135463
+Air    -> Temp    -0.140622
+OD     -> Gtype   -0.176085
+Gtype  -> Gversion -0.192477
+O      -> OD      -0.271290
+Technique -> O       -0.302420
+Supp   -> OD      -0.335241
+Temp   -> Med     -0.384357
 
 
 Top unlikely transitions:
-Phase  -> Air     -0.090168
-O      -> Med     -0.097953
-Phase  -> O       -0.101900
-O      -> Phase   -0.121729
-Anti   -> Gtype   -0.149802
-Air    -> Phase   -0.152600
-Anti   -> Supp    -0.166950
-O      -> OD      -0.195576
-Gversion -> Air     -0.198819
-Med    -> Air     -0.247104
-Technique -> Supp    -0.254151
-Supp   -> pH      -0.311839
-Supp   -> Anti    -0.312452
-Anti   -> OD      -0.340468
-Supp   -> Phase   -0.344456
-Gtype  -> Technique -0.348541
-Phase  -> Technique -0.371932
-Gtype  -> Gversion -0.440310
-Air    -> Temp    -0.442388
-Gtype  -> Phase   -0.446343
-Supp   -> Temp    -0.482112
-OD     -> Supp    -0.494819
-Supp   -> O       -0.518055
-Technique -> O       -0.541070
-Gtype  -> O       -0.554034
-Supp   -> Technique -0.694840
-Supp   -> OD      -0.711794
-Supp   -> Gversion -0.733427
-OD     -> Air     -0.787405
-OD     -> Gtype   -0.827938
-Supp   -> Gtype   -0.848914
-Gtype  -> Anti    -0.850239
-Temp   -> Med     -0.927802
-Gtype  -> Med     -0.940529
-OD     -> Med     -0.954731
-Air    -> Med     -1.010714
-OD     -> O       -1.020865
-O      -> Air     -1.023312
-Supp   -> Air     -1.036972
-Air    -> Supp    -1.040140
-Technique -> pH      -1.071992
-Agit   -> O       -1.092416
-Technique -> OD      -1.136546
-Technique -> Gtype   -1.152303
-Air    -> OD      -1.203336
-Gtype  -> OD      -1.470509
-Substrain -> O       -1.705609
-Supp   -> Med     -1.924115
-Med    -> Supp    -2.263703
-Phase  -> OD      -2.559981
+O      -> Gversion 0.213529
+Med    -> O       0.130864
+Gtype  -> pH      0.110856
+Temp   -> O       0.071206
+O      -> Med     0.068395
+OD     -> Phase   0.032935
+O      -> Phase   0.005045
+O      -> Strain  0.004127
+Gtype  -> Air     0.001026
+O      -> pH      0.000010
+Med    -> Air     -0.000266
+Air    -> Phase   -0.002144
+Supp   -> Gtype   -0.028407
+Gtype  -> Phase   -0.055051
+pH     -> O       -0.067213
+Phase  -> O       -0.083281
+Supp   -> Temp    -0.086247
+O      -> Agit    -0.105739
+Anti   -> OD      -0.120656
+Supp   -> Gversion -0.132405
+Phase  -> Air     -0.135463
+Air    -> Temp    -0.140622
+OD     -> Gtype   -0.176085
+Gtype  -> Gversion -0.192477
+O      -> OD      -0.271290
+Technique -> O       -0.302420
+Supp   -> OD      -0.335241
+Temp   -> Med     -0.384357
+Supp   -> Technique -0.385060
+Supp   -> O       -0.403868
+Gtype  -> Med     -0.554149
+Air    -> Med     -0.637433
+OD     -> Med     -0.669447
+Gtype  -> O       -0.714185
+Technique -> OD      -0.717082
+Technique -> Gtype   -0.718169
+Technique -> pH      -0.760896
+Air    -> OD      -0.787076
+Gtype  -> Anti    -0.790622
+OD     -> Air     -0.869139
+Agit   -> O       -0.936533
+Supp   -> Air     -0.944719
+Air    -> Supp    -0.951816
+OD     -> O       -0.966392
+Gtype  -> OD      -1.245349
+Supp   -> Med     -1.310718
+Substrain -> O       -1.335115
+O      -> Air     -1.686756
+Phase  -> OD      -2.096304
+Med    -> Supp    -2.167551
 
 
 Top positive:
-8.778667 O        b'lemma:_'
-7.894046 Phase    b'lemma:stationary'
-7.688886 Supp     b'lemma:Iron'
-7.227846 O        b'lemma:1'
-6.518255 Air      b'lemma:anaerobic'
-6.510310 Air      b'lemma:aerobic'
-6.504238 Phase    b'lemma:mid-log'
-6.494190 Technique b'lemma:ChIP-exo'
-6.481618 O        b'lemma:rpob'
-6.445611 Strain   b'lemma:k-12'
-6.104157 O        b'lemma:2'
-6.023116 Technique b'lemma:chipseq'
-5.944249 Air      b'-1:lemma:ChIP-Seq'
-5.823850 Supp     b'lemma:pq'
-5.723339 O        b'lemma:3'
-5.687179 O        b'-1:lemma:tag'
-5.451451 Gversion b'lemma:asm584v2'
-5.250448 Substrain b'lemma:mg1655'
-5.231044 O        b'lemma:rep1'
-5.209409 Gtype    b'lemma:\xce\xb4cra'
-5.200206 Supp     b'lemma:nitrate'
-5.178620 O        b'lemma:rep2'
-5.178433 O        b'lemma:Cra'
-5.173563 Med      b'lemma:MOPS'
-5.068820 Gtype    b'lemma:flag-tag'
-5.068820 Gtype    b'-1:lemma:c-terminal'
-5.040185 Supp     b'+1:lemma:\xc2\xb5m'
-5.017969 O        b'lemma:rep3'
-4.971785 Air      b'lemma:Aerobic'
-4.954714 Supp     b'lemma:glucose'
-4.889061 Gtype    b'lemma:arca8myc'
-4.884882 O        b'postag:IN'
-4.832496 Supp     b'lemma:nh4cl'
-4.697100 O        b'-1:lemma:ChIP-exo'
-4.685588 Gtype    b'lemma:delta-arca'
-4.678766 Med      b'lemma:LB'
-4.646146 O        b'lemma:b'
-4.589396 Gtype    b'lemma:wt'
-4.555367 O        b'lemma:\xcf\x8332'
-4.535944 Gtype    b'-1:lemma:\xe2\x88\x86'
-4.520189 Gtype    b'lemma:fnr8myc'
-4.461759 Med      b'lemma:lb'
-4.436556 Technique b'lemma:rna-seq'
-4.355492 O        b'postag::'
-4.344693 O        b'lemma:a'
-4.294247 O        b'-1:lemma:Aerobic'
-4.275618 Supp     b'lemma:Fe'
-4.228638 Anti     b'lemma:none'
-4.228158 O        b'-1:lemma:0.3-0.35'
-4.206556 Supp     b'lemma:acetate'
-4.187817 Supp     b'lemma:no3'
-4.123083 Technique b'lemma:chip-seq'
-4.115374 Technique b'lemma:rnaseq'
-4.092073 O        b'lemma:Custom'
-4.090797 Gtype    b'lemma:delta-fnr'
-4.086877 Anti     b'lemma:seqa'
-4.043157 Supp     b'-1:lemma:Cra'
-4.011760 O        b'lemma:CEL'
-4.000976 Supp     b'lemma:rifampicin'
-3.995000 OD       b'lemma:od450'
-3.983638 Gversion b'lemma:nc'
-3.942031 O        b'+1:postag:RB'
-3.937436 O        b'lemma:.'
-3.937436 O        b'postag:.'
-3.911694 O        b'+1:lemma:od600'
-3.747230 Gversion b'lemma:chip-seq'
-3.735836 Gtype    b'lemma:type'
-3.708583 O        b'-1:lemma:anaerobic'
-3.691098 Gtype    b'+1:lemma:type'
-3.680809 Supp     b'lemma:dpd'
-3.646664 Med      b'+1:lemma:0.4'
-3.593949 O        b'-1:lemma:glucose'
-3.588513 Gtype    b'lemma:\xe2\x88\x86'
-3.552980 Technique b'lemma:ChIP-Seq'
-3.547388 OD       b'lemma:od600'
-3.533518 Gtype    b'+1:lemma:with'
-3.504439 O        b'+1:lemma:o.d.'
-3.492405 O        b'lemma:-'
-3.484369 Gtype    b'lemma:\xce\xb4fur'
-3.480535 Supp     b'+1:lemma:1'
-3.463027 Supp     b'lemma:arginine'
-3.457950 O        b'-1:lemma:lb'
-3.432558 Gtype    b'lemma:nsrr'
-3.411785 Vess     b'lemma:flask'
-3.411785 Vess     b'-1:lemma:warm'
-3.392532 O        b'lemma:with'
-3.384479 pH       b'lemma:ph5'
-3.384479 pH       b'+1:lemma:.5'
-3.360996 Air      b'postag:RB'
-3.348572 O        b'lemma:for'
-3.346364 Gtype    b'lemma:wild-type'
-3.342085 Strain   b'+1:lemma:substr'
-3.336804 O        b'lemma:oxyr'
-3.311067 Supp     b'lemma:fructose'
-3.305851 Anti     b'lemma:anti-myc'
-3.281892 Supp     b'+1:lemma:Deficient'
-3.280890 Med      b'lemma:m63'
-3.275989 Gtype    b'lemma:\xce\xb4soxs'
-3.263146 O        b'lemma:or'
-3.240421 O        b'postag:VBN'
-3.225118 O        b'lemma:s'
-3.218060 Supp     b'+1:lemma:2'
-3.170999 O        b'lemma:ompr'
-3.157791 O        b'-1:lemma:type'
-3.150274 Gversion b'-1:lemma:nc'
-3.144459 O        b'lemma:affyexp'
-3.098092 Temp     b'-1:lemma:37'
-3.074698 Anti     b'+1:lemma:antibody'
-3.074328 OD       b'+1:lemma:stationary'
-3.057680 Gtype    b'lemma:WT'
-3.055594 Technique b'-1:lemma:IP'
-3.047772 Supp     b'-1:lemma:+'
-3.030792 Supp     b'lemma:nacl'
-3.021146 Gversion b'lemma:u00096'
-3.021146 Gversion b'+1:lemma:.2'
-3.016112 Air      b'lemma:Anaerobic'
-3.015642 O        b'lemma:chip-arca'
-2.992114 Gtype    b'lemma:\xce\xb4ompr'
-2.991588 Substrain b'+1:lemma:phtpg'
-2.962136 Gversion b'lemma:.2'
-2.962136 Gversion b'-1:lemma:u00096'
-2.943798 Supp     b'+1:lemma:_'
-2.929777 O        b'+1:lemma:anti-fur'
-2.906800 Temp     b'-1:lemma:43'
-2.894662 Gversion b'lemma:000913'
-2.885668 Gtype    b'-1:lemma:ptac'
-2.873518 O        b'lemma:2-3'
-2.848786 Air      b'lemma:anaerobically'
-2.846499 Med      b'+1:lemma:2.0'
-2.846396 Supp     b'lemma:Leu'
-2.832090 O        b'lemma:argr'
-2.824032 Gtype    b'+1:lemma:flagtag'
-2.803595 Air      b'lemma:anerobically'
-2.790970 Temp     b'lemma:43'
-2.789734 O        b'lemma:soxs'
-2.789734 O        b'lemma:soxr'
-2.761406 Anti     b'lemma:anti-rpos'
-2.759003 Gtype    b'lemma:deltaseqa'
-2.759003 Gtype    b'-1:lemma:old'
-2.758592 O        b'+1:lemma:chip-seq'
-2.753991 O        b'lemma:purr'
-2.739456 O        b'lemma:Lrp'
-2.739128 Gtype    b'lemma:pk4854'
-2.724879 Temp     b'-1:lemma:sample'
-2.710711 O        b'-1:lemma:stpa'
-2.707614 O        b'-1:lemma:dpd'
-2.693567 O        b'lemma:chip'
-2.680179 Temp     b'lemma:\xc2\xb0c'
-2.675708 O        b'lemma:at'
-2.674777 Supp     b'lemma:Adenine'
-2.654457 Med      b'-1:lemma:ml'
-2.621739 Supp     b'+1:lemma:hour'
-2.617235 Technique b'-1:lemma:chip-exo'
-2.613832 Med      b'+1:lemma:minimal'
-2.609168 O        b'lemma:Fur'
-2.603191 Gtype    b'lemma:ptac'
-2.602754 Temp     b'-1:lemma:\xcf\x8332'
-2.600527 Technique b'-1:lemma:input'
-2.586051 Gtype    b'-1:lemma:rpob'
-2.582507 Supp     b'lemma:iptg'
-2.575439 pH       b'lemma:.5'
-2.575439 pH       b'-1:lemma:ph5'
-2.567178 Phase    b'+1:lemma:for'
-2.561161 Temp     b'lemma:37'
-2.554310 Phase    b'-1:lemma:mid-log'
-2.520491 Gtype    b'lemma:\xce\xb4oxyr'
-2.510164 O        b'postag:SYM'
-2.501887 Gtype    b'lemma:\xce\xb4soxr'
-2.469798 O        b'-1:lemma:l1'
-2.453386 Phase    b'-1:lemma:until'
-2.441656 O        b'+1:lemma:43'
-2.410885 O        b'+1:lemma:mid-log'
-2.403011 Gtype    b'+1:lemma:ph5'
-2.401711 Med      b'lemma:glucose'
-2.400503 Med      b'lemma:L'
-2.400503 Med      b'+1:lemma:broth'
-2.386245 O        b'+1:lemma:pq'
-2.371627 O        b'postag:VBG'
-2.358742 O        b'lemma:chip-fnr'
-2.353099 Gtype    b'lemma:dfnr'
-2.338808 Supp     b'+1:lemma:respiratory'
-2.338302 O        b'+1:lemma:sparging'
-2.329852 Gtype    b'+1:lemma:aerobic'
-2.319775 O        b'postag:DT'
-2.307514 Supp     b'lemma:0.2'
-2.298843 Med      b'+1:lemma:+'
-2.298674 Supp     b'lemma:methanol'
-2.262217 Gversion b'lemma:_'
-2.247831 Gtype    b'+1:lemma:pq'
-2.246181 O        b'lemma:genotype/variation'
-2.244933 Air      b'-1:lemma:-'
-2.243583 Gtype    b'-1:lemma:nsrr'
-2.241509 Technique b'+1:lemma:chip-exo'
-2.238931 Supp     b'+1:lemma:and'
-2.229747 OD       b'lemma:0.3'
-2.227356 O        b'lemma:pt7'
-2.218343 O        b'-1:lemma:min'
-2.209534 OD       b'-1:lemma:~'
-2.191059 O        b'postag:CC'
-2.183306 O        b'-1:lemma:media'
+9.429627 O        b'lemma:_'
+8.878639 Phase    b'lemma:stationary'
+8.718938 Supp     b'lemma:Iron'
+7.681723 O        b'lemma:1'
+7.568503 Air      b'lemma:aerobic'
+7.528752 Technique b'lemma:ChIP-exo'
+7.490123 Air      b'lemma:anaerobic'
+6.800664 O        b'lemma:rpob'
+6.784655 Supp     b'lemma:nitrate'
+6.781496 Med      b'lemma:MOPS'
+6.698412 Strain   b'lemma:k-12'
+6.360995 Technique b'lemma:chipseq'
+6.332061 O        b'-1:lemma:tag'
+6.294441 O        b'lemma:2'
+6.134867 Supp     b'lemma:pq'
+6.056497 Gversion b'lemma:asm584v2'
+5.974776 Gtype    b'lemma:\xce\xb4cra'
+5.968446 O        b'lemma:3'
+5.959950 Air      b'-1:lemma:ChIP-Seq'
+5.787437 Gtype    b'lemma:flag-tag'
+5.787437 Gtype    b'-1:lemma:c-terminal'
+5.767411 O        b'lemma:Custom'
+5.622312 Air      b'lemma:Aerobic'
+5.534195 O        b'lemma:rep1'
+5.503124 Gtype    b'lemma:arca8myc'
+5.451254 O        b'-1:lemma:ChIP-exo'
+5.433030 Substrain b'lemma:mg1655'
+5.426412 O        b'lemma:rep2'
+5.419246 O        b'lemma:b'
+5.392492 O        b'lemma:Cra'
+5.313073 Supp     b'+1:lemma:\xc2\xb5m'
+5.205081 Med      b'lemma:LB'
+5.079806 Technique b'lemma:ChIP-Seq'
+5.049305 Supp     b'lemma:glucose'
+5.044483 OD       b'lemma:od450'
+5.039131 O        b'lemma:rep3'
+5.012495 Gtype    b'lemma:delta-arca'
+4.965809 Supp     b'lemma:nh4cl'
+4.923813 Gtype    b'lemma:type'
+4.896333 O        b'lemma:a'
+4.860082 Supp     b'lemma:Fe'
+4.840158 O        b'+1:postag:RB'
+4.836640 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.816606 Phase    b'lemma:mid-log'
+4.811283 Gtype    b'lemma:fnr8myc'
+4.790845 OD       b'+1:lemma:stationary'
+4.780811 O        b'lemma:\xcf\x8332'
+4.762091 Gtype    b'lemma:wt'
+4.756489 O        b'+1:lemma:od600'
+4.716971 Technique b'lemma:rna-seq'
+4.704242 O        b'postag:IN'
+4.655483 OD       b'lemma:od600'
+4.653380 Gversion b'lemma:nc'
+4.577875 Anti     b'lemma:none'
+4.558396 Supp     b'lemma:acetate'
+4.516720 Supp     b'lemma:rifampicin'
+4.507138 O        b'postag::'
+4.433020 Gtype    b'+1:lemma:type'
+4.356436 Gversion b'-1:lemma:nc'
+4.338051 Supp     b'-1:lemma:Cra'
+4.313945 Technique b'lemma:rnaseq'
+4.282860 Med      b'lemma:lb'
+4.266947 Anti     b'lemma:seqa'
+4.245888 Supp     b'lemma:no3'
+4.245555 O        b'-1:lemma:0.3-0.35'
+4.242062 O        b'lemma:.'
+4.242062 O        b'postag:.'
+4.224468 Gtype    b'lemma:delta-fnr'
+4.214205 Gtype    b'lemma:\xce\xb4fur'
+4.192928 O        b'-1:lemma:Aerobic'
+4.142672 Technique b'lemma:chip-seq'
+4.113542 Supp     b'lemma:dpd'
+4.085146 O        b'lemma:-'
+3.963197 Med      b'+1:lemma:0.4'
+3.958952 O        b'+1:lemma:o.d.'
+3.887023 Supp     b'lemma:fructose'
+3.878469 Supp     b'+1:lemma:hour'
+3.849287 Strain   b'+1:lemma:substr'
+3.805978 O        b'lemma:with'
+3.794001 Vess     b'lemma:flask'
+3.794001 Vess     b'-1:lemma:warm'
+3.787347 Gtype    b'lemma:nsrr'
+3.742649 O        b'-1:lemma:glucose'
+3.720278 O        b'+1:lemma:chip-seq'
+3.702007 Gtype    b'-1:lemma:ptac'
+3.662982 Supp     b'+1:lemma:1'
+3.654612 Anti     b'lemma:anti-myc'
+3.649389 Supp     b'+1:lemma:Deficient'
+3.646552 Supp     b'lemma:arginine'
+3.618594 O        b'lemma:CEL'
+3.606640 O        b'-1:lemma:0.3'
+3.599357 O        b'postag:VBN'
+3.586637 Temp     b'lemma:\xc2\xb0c'
+3.576770 Air      b'lemma:Anaerobic'
+3.574484 O        b'-1:lemma:anaerobic'
+3.573047 O        b'lemma:ompr'
+3.556429 Gtype    b'lemma:wild-type'
+3.554917 Gtype    b'-1:lemma:rpob'
+3.554502 O        b'lemma:2-3'
+3.523026 Supp     b'-1:lemma:+'
+3.503145 O        b'lemma:s'
+3.499526 Gtype    b'+1:lemma:with'
+3.489586 Gtype    b'lemma:\xe2\x88\x86'
+3.467032 O        b'-1:lemma:type'
+3.452564 Gversion b'lemma:chip-seq'
+3.446983 O        b'lemma:oxyr'
+3.437767 pH       b'lemma:ph5'
+3.437767 pH       b'+1:lemma:.5'
+3.432615 Anti     b'lemma:anti-rpos'
+3.418713 O        b'lemma:or'
+3.407689 Med      b'lemma:m63'
+3.401201 O        b'lemma:for'
+3.394419 Med      b'+1:lemma:minimal'
+3.357624 Air      b'lemma:anerobically'
+3.345050 Temp     b'-1:lemma:37'
+3.316153 Gtype    b'+1:lemma:ph5'
+3.308024 O        b'lemma:chip'
+3.305474 Gtype    b'+1:lemma:pq'
+3.303537 Temp     b'-1:lemma:sample'
+3.262181 Gtype    b'lemma:\xce\xb4ompr'
+3.232854 Gversion b'lemma:.2'
+3.232854 Gversion b'-1:lemma:u00096'
+3.227066 Gversion b'lemma:000913'
+3.204195 Phase    b'-1:lemma:until'
+3.194368 Temp     b'-1:lemma:\xcf\x8332'
+3.192675 O        b'lemma:affyexp'
+3.185554 Air      b'lemma:anaerobically'
+3.157577 Supp     b'+1:lemma:2'
+3.152351 O        b'-1:lemma:dpd'
+3.147823 Anti     b'+1:lemma:antibody'
+3.147197 Gversion b'lemma:u00096'
+3.147197 Gversion b'+1:lemma:.2'
+3.145534 Med      b'+1:lemma:2.0'
+3.144986 O        b'lemma:chip-arca'
+3.128621 O        b'-1:lemma:\xc2\xb0c'
+3.123647 Gtype    b'lemma:\xce\xb4soxs'
+3.096543 O        b'+1:lemma:mid-log'
+3.081866 Technique b'-1:lemma:IP'
+3.074036 O        b'+1:lemma:pq'
+3.055089 Gtype    b'lemma:pk4854'
+3.047512 Gtype    b'+1:lemma:flagtag'
+3.033127 Technique b'-1:lemma:chip-exo'
+3.002892 Supp     b'lemma:Leu'
+2.999013 Supp     b'lemma:Adenine'
+2.974704 O        b'-1:lemma:lb'
+2.958351 Med      b'-1:lemma:ml'
+2.936300 Air      b'+1:lemma:at'
+2.921131 Gtype    b'lemma:WT'
+2.907355 O        b'lemma:argr'
+2.906382 Technique b'+1:lemma:chip-exo'
+2.887412 OD       b'-1:lemma:~'
+2.886486 O        b'lemma:at'
+2.880821 Technique b'-1:lemma:input'
+2.874454 Temp     b'-1:lemma:43'
+2.847136 O        b'-1:lemma:stpa'
+2.828648 Gtype    b'lemma:ptac'
+2.821605 Gtype    b'lemma:deltaseqa'
+2.821605 Gtype    b'-1:lemma:old'
+2.819393 Supp     b'+1:lemma:_'
+2.815914 O        b'lemma:purr'
+2.782076 Supp     b'lemma:nacl'
+2.766819 Air      b'postag:RB'
+2.765932 O        b'lemma:soxs'
+2.765932 O        b'lemma:soxr'
+2.755196 pH       b'lemma:.5'
+2.755196 pH       b'-1:lemma:ph5'
+2.722030 O        b'-1:lemma:l1'
+2.718971 Air      b'-1:postag::'
+2.658925 O        b'lemma:culture'
+2.648763 Med      b'lemma:L'
+2.648763 Med      b'+1:lemma:broth'
+2.627139 Technique b'+1:lemma:rna-seq'
+2.619872 Med      b'lemma:glucose'
+2.619781 Supp     b'lemma:methanol'
+2.591668 O        b'lemma:Lrp'
+2.561051 O        b'lemma:one'
+2.550533 O        b'+1:lemma:43'
+2.549438 Supp     b'lemma:iptg'
+2.527814 Med      b'-1:lemma:LB'
+2.524624 Temp     b'lemma:37'
+2.515848 OD       b'-1:lemma:about'
+2.506523 Temp     b'lemma:43'
+2.504102 O        b'+1:postag:VBP'
+2.486048 Gtype    b'lemma:dfnr'
+2.463884 O        b'postag:DT'
+2.460887 O        b'postag:VBG'
+2.404015 Gtype    b'lemma:\xce\xb4soxr'
+2.395072 O        b'lemma:pt7'
+2.386555 Gtype    b'lemma:\xce\xb4oxyr'
+2.384720 O        b'+1:postag:NNP'
+2.384009 Phase    b'+1:lemma:for'
+2.375984 Gtype    b'-1:lemma:phtpg'
+2.357924 Supp     b'lemma:leucine'
+2.346880 Gtype    b'+1:lemma:aerobic'
+2.331271 pH       b'+1:postag:CD'
+2.296129 Gtype    b'-1:lemma:nsrr'
+2.286249 O        b'lemma:Fur'
+2.281780 OD       b'lemma:0.3'
+2.279276 O        b'lemma:delta'
+2.265327 Med      b'postag:NNP'
 
 
 Top negative:
--0.007960 O        b'+1:lemma:25'
--0.011560 Gtype    b'-1:lemma:,'
--0.011560 Gtype    b'-1:postag:,'
--0.012403 Air      b'-1:lemma:anaerobically'
--0.013219 O        b'lemma:pahse'
--0.013507 Gversion b'-1:postag:NN'
--0.013699 O        b'+1:lemma:medium'
--0.014516 Med      b'-1:postag:CD'
--0.014698 Gtype    b'-1:lemma:mg1655'
--0.016645 OD       b'+1:lemma:~'
--0.017116 Supp     b'+1:lemma:glucose'
--0.018290 OD       b'+1:lemma:0.4'
--0.019265 O        b'lemma:25'
--0.020700 Med      b'+1:postag:NNS'
--0.020972 O        b'+1:lemma:0.4'
--0.022100 OD       b'+1:postag:-LRB-'
--0.022143 O        b'+1:lemma:strain'
--0.024088 Supp     b'-1:postag:VBG'
--0.038792 O        b'+1:postag:CD'
--0.039859 O        b'-1:postag:IN'
--0.040290 O        b'+1:lemma:k-12'
--0.041101 O        b'lemma:nacl'
--0.042472 Gtype    b'+1:lemma:cra'
--0.052362 O        b'+1:lemma:grow'
--0.054063 Anti     b'-1:postag:NN'
--0.057006 O        b'-1:lemma:20'
--0.057134 O        b'-1:lemma:mm'
--0.062775 Phase    b'-1:postag:NN'
--0.064327 O        b'-1:postag:VBN'
--0.064682 O        b'postag:RB'
--0.066584 Supp     b'-1:postag:NN'
--0.069958 Gtype    b'postag:CD'
--0.071415 O        b'+1:lemma:95'
--0.073208 Phase    b'lemma:pahse'
--0.078903 Gtype    b'-1:postag:NN'
--0.080786 O        b'+1:lemma:5'
--0.083451 Temp     b'-1:lemma:\xc2\xb0c'
--0.084429 O        b'+1:lemma:antibody'
--0.093835 O        b'-1:lemma:fresh'
--0.095847 Supp     b'+1:postag:IN'
--0.103631 OD       b'postag:JJ'
--0.105270 O        b'+1:lemma:o2'
--0.106875 O        b'+1:lemma:mm'
--0.117705 O        b'+1:lemma:dissolve'
--0.119607 Med      b'+1:postag:NN'
--0.123002 OD       b'+1:postag:CD'
--0.127620 O        b'-1:lemma:g/l'
--0.133716 Gtype    b'-1:postag:CD'
--0.140619 O        b'-1:lemma:-lrb-'
--0.143859 O        b'lemma:o2'
--0.144789 O        b'-1:lemma:o2'
--0.146704 O        b'-1:lemma:30'
--0.147636 Temp     b'postag:JJ'
--0.152183 Gtype    b'+1:lemma:\xe2\x88\x86'
--0.153487 Med      b'+1:postag:CC'
--0.156696 O        b'lemma:mg1655'
--0.156753 O        b'lemma:e.'
--0.159541 Technique b'-1:lemma::'
--0.162599 O        b'-1:lemma:minimal'
--0.167611 O        b'-1:lemma:with'
--0.176978 O        b'-1:postag:-LRB-'
--0.179005 O        b'lemma:m63'
--0.180170 O        b'lemma:medium'
--0.183738 O        b'+1:lemma:Aerobic'
--0.190885 O        b'lemma:n2'
--0.191225 Supp     b'-1:postag:NNP'
--0.198786 O        b'-1:lemma:n2'
--0.199226 Supp     b'-1:lemma:and'
--0.199384 O        b'lemma:\xc2\xb0c'
--0.202752 O        b'-1:lemma:of'
--0.208526 O        b'+1:lemma:-rrb-'
--0.210040 O        b'-1:lemma:e.'
--0.219231 O        b'+1:lemma:shake'
--0.219460 Gtype    b'-1:postag:DT'
--0.237900 O        b'-1:lemma:0.1'
--0.241643 O        b'lemma:lb'
--0.242224 Supp     b'lemma:and'
--0.245820 O        b'lemma:co2'
--0.252281 Temp     b'-1:postag:IN'
--0.261850 OD       b'+1:postag:NN'
--0.266916 Supp     b'+1:postag:VBN'
--0.267689 O        b'+1:lemma:until'
--0.271480 O        b'-1:lemma:\xe2\x88\x86'
--0.277039 O        b'+1:lemma:minimal'
--0.277788 O        b'lemma:grow'
--0.285871 O        b'+1:postag:IN'
--0.296129 Med      b'postag:-LRB-'
--0.302011 O        b'-1:lemma:um'
--0.302011 O        b'+1:lemma:paraquat'
--0.304578 O        b'+1:postag:-RRB-'
--0.307866 Med      b'lemma:-lrb-'
--0.309056 O        b'+1:lemma:.'
--0.309056 O        b'+1:postag:.'
--0.312126 Air      b'-1:lemma:or'
--0.317647 O        b'lemma:minimal'
--0.319138 Gtype    b'-1:postag:SYM'
--0.326202 O        b'-1:lemma:1'
--0.328780 Phase    b'-1:lemma:at'
--0.346851 O        b'+1:lemma:300'
--0.351977 Med      b'-1:postag:NN'
--0.355707 O        b'lemma:30'
--0.365992 Gversion b'+1:postag:NN'
--0.367337 O        b'-1:lemma:grow'
--0.387748 O        b'lemma:k-12'
--0.389573 O        b'+1:lemma:cell'
--0.397777 O        b'-1:lemma:from'
--0.400558 O        b'-1:lemma:mid-log'
--0.403379 O        b'+1:lemma:phase'
--0.433545 Supp     b'+1:lemma:rifampicin'
--0.436853 O        b'+1:lemma:or'
--0.441744 Med      b'postag:CD'
--0.446245 Med      b'+1:postag:IN'
--0.451884 Gtype    b'lemma:delta'
--0.460983 Anti     b'+1:postag:JJ'
--0.469979 O        b'+1:lemma:_'
--0.472319 O        b'-1:lemma:rifampicin'
--0.497593 O        b'-1:lemma:cra'
--0.503197 O        b'-1:lemma:od600'
--0.504727 Supp     b'postag:CC'
--0.508290 pH       b'postag:NN'
--0.516046 O        b'+1:lemma:%'
--0.518365 Technique b'-1:postag::'
--0.523304 OD       b'+1:lemma:and'
--0.525519 OD       b'+1:postag:CC'
--0.558490 O        b'+1:postag:NNS'
--0.586906 O        b'-1:lemma:co2'
--0.603821 O        b'lemma:150'
--0.603821 O        b'+1:lemma:mg/ml'
--0.605931 O        b'+1:lemma:arginine'
--0.606479 O        b'lemma:phase'
--0.611575 O        b'lemma:od600'
--0.651162 O        b'+1:lemma:rep1'
--0.653345 O        b'lemma:dissolve'
--0.665212 Med      b'-1:postag:IN'
--0.669800 OD       b'lemma:-lrb-'
--0.672263 O        b'-1:lemma:0.2'
--0.687604 O        b'lemma:\xe2\x88\x86'
--0.707413 Temp     b'+1:lemma:to'
--0.707413 Temp     b'+1:postag:TO'
--0.709054 Temp     b'postag:NN'
--0.717292 O        b'lemma:mid-log'
--0.727885 O        b'-1:lemma:until'
--0.733043 O        b'lemma:media'
--0.733111 O        b'+1:lemma:c'
--0.747011 OD       b'postag:-LRB-'
--0.750366 O        b'+1:lemma:0.3'
--0.761257 Anti     b'+1:lemma:anti-fur'
--0.768890 Phase    b'-1:postag:JJ'
--0.791918 O        b'+1:lemma:\xc2\xb0c'
--0.792189 O        b'lemma:anaerobically'
--0.829072 O        b'lemma:0.2'
--0.870965 O        b'lemma:0.3'
--0.872689 O        b'lemma:purify'
--0.898705 O        b'-1:postag:VBG'
--0.916416 O        b'+1:lemma:fecl2'
--0.929519 O        b'-1:lemma:~'
--0.964077 Air      b'postag:NN'
--0.999189 O        b'lemma:20'
--1.006423 O        b'lemma:fecl2'
--1.015503 O        b'lemma:dpd'
--1.039211 O        b'lemma:anaerobic'
--1.067901 O        b'-1:lemma:dissolve'
--1.067901 O        b'+1:lemma:methanol'
--1.079142 Supp     b'+1:lemma:acetate'
--1.086390 O        b'lemma:37'
--1.090519 O        b'lemma:\xce\xb4fur'
--1.110265 O        b'-1:postag::'
--1.136252 O        b'-1:lemma:ml'
--1.138020 O        b'lemma:2h'
--1.138020 O        b'-1:lemma:additional'
--1.184350 O        b'lemma:of'
--1.210896 Supp     b'-1:lemma:%'
--1.216753 O        b'-1:lemma:37'
--1.220049 O        b'+1:lemma:g/l'
--1.245093 O        b'-1:lemma:sample'
--1.280180 Air      b'-1:postag:JJ'
--1.282705 O        b'lemma:0.1'
--1.293206 O        b'+1:lemma:supplement'
--1.340548 Air      b'+1:postag:JJ'
--1.397536 O        b'+1:lemma:at'
--1.470536 O        b'+1:lemma:in'
--1.532979 O        b'+1:postag:VBG'
--1.548239 O        b'-1:lemma:rpob'
--1.647386 O        b'-1:lemma:ompr'
--1.665792 O        b'postag:VBP'
--1.714606 O        b'lemma:wt'
--1.723995 O        b'-1:lemma:nsrr'
--1.770674 Supp     b'postag:JJ'
--1.852907 O        b'lemma:rifampicin'
--1.859721 Anti     b'postag:NNP'
--1.869393 O        b'+1:lemma:+'
--1.873494 O        b'-1:lemma:IP'
--2.065639 O        b'lemma:methanol'
--2.192016 O        b'-1:lemma:2'
--2.353663 O        b'+1:lemma:2'
--2.354781 Phase    b'postag:JJ'
--2.458047 O        b'+1:lemma:hour'
--3.007939 O        b'+1:lemma:1'
--3.831961 O        b'-1:lemma:_'
--4.149098 O        b'-1:lemma::'
+-0.000825 O        b'+1:lemma:95'
+-0.001451 O        b'lemma:5'
+-0.001572 O        b'-1:lemma:-lrb-'
+-0.002926 O        b'+1:lemma:25'
+-0.003089 OD       b'-1:postag:DT'
+-0.003331 OD       b'+1:postag:-LRB-'
+-0.003846 O        b'+1:lemma:a'
+-0.004476 O        b'+1:lemma:0.4'
+-0.004597 Air      b'-1:lemma:aerobically'
+-0.005115 Gtype    b'+1:lemma:2'
+-0.005380 Temp     b'-1:lemma:\xc2\xb0c'
+-0.006805 O        b'-1:lemma:,'
+-0.006805 O        b'-1:postag:,'
+-0.007118 Air      b'-1:postag:CC'
+-0.010580 O        b'+1:lemma:dissolve'
+-0.012150 OD       b'+1:postag:CD'
+-0.017346 O        b'-1:postag:IN'
+-0.019089 O        b'-1:lemma:1'
+-0.021090 O        b'+1:lemma:grow'
+-0.021180 O        b'lemma:30'
+-0.021446 O        b'lemma:cell'
+-0.021525 OD       b'lemma:~'
+-0.021651 Gtype    b'-1:lemma:mg1655'
+-0.022113 Air      b'-1:lemma:anaerobically'
+-0.023965 O        b'lemma:nacl'
+-0.025824 Med      b'-1:postag:CD'
+-0.026049 OD       b'postag:IN'
+-0.028482 OD       b'+1:postag:DT'
+-0.029411 OD       b'+1:lemma:0.4'
+-0.031488 O        b'lemma:mg1655'
+-0.032375 OD       b'-1:lemma:a'
+-0.038129 O        b'+1:lemma:co2'
+-0.041455 O        b'-1:lemma:with'
+-0.046377 O        b'+1:lemma:mm'
+-0.046769 O        b'+1:lemma:o2'
+-0.047221 O        b'lemma:medium'
+-0.047788 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.051338 O        b'lemma:k-12'
+-0.058113 O        b'+1:lemma:shake'
+-0.067222 O        b'+1:lemma:phase'
+-0.067235 Strain   b'+1:postag:NN'
+-0.068404 Gtype    b'-1:postag:SYM'
+-0.070459 Phase    b'+1:postag:NN'
+-0.071893 O        b'lemma:m63'
+-0.074961 O        b'-1:lemma:fresh'
+-0.076182 O        b'-1:lemma:mm'
+-0.081344 Technique b'-1:lemma::'
+-0.089803 O        b'lemma:o2'
+-0.090417 O        b'-1:lemma:e.'
+-0.090764 O        b'lemma:grow'
+-0.099382 Supp     b'-1:postag:NN'
+-0.101790 Gtype    b'-1:postag:CD'
+-0.106440 O        b'+1:lemma:300'
+-0.107647 Gtype    b'-1:postag:NN'
+-0.110265 O        b'-1:lemma:\xe2\x88\x86'
+-0.113592 O        b'lemma:\xc2\xb0c'
+-0.113759 O        b'+1:lemma:5'
+-0.126723 O        b'-1:lemma:until'
+-0.127511 Supp     b'+1:lemma:glucose'
+-0.130049 O        b'-1:lemma:minimal'
+-0.138770 O        b'lemma:e.'
+-0.140462 O        b'lemma:aerobically'
+-0.140632 O        b'lemma:minimal'
+-0.140732 O        b'-1:lemma:of'
+-0.151688 Phase    b'-1:lemma:at'
+-0.153011 Supp     b'+1:postag:IN'
+-0.155728 Air      b'-1:lemma:or'
+-0.155927 O        b'lemma:n2'
+-0.158122 O        b'lemma:purify'
+-0.159148 O        b'-1:postag:-LRB-'
+-0.162204 O        b'-1:lemma:n2'
+-0.163370 Gtype    b'postag:CD'
+-0.165311 O        b'+1:lemma:-rrb-'
+-0.181332 O        b'+1:lemma:antibody'
+-0.183547 Med      b'postag:CD'
+-0.187622 O        b'+1:lemma:minimal'
+-0.190046 Gversion b'-1:postag:NN'
+-0.193027 O        b'-1:lemma:o2'
+-0.199971 O        b'+1:lemma:.'
+-0.199971 O        b'+1:postag:.'
+-0.203385 Med      b'-1:postag:NN'
+-0.221160 O        b'-1:postag:VBN'
+-0.230480 Supp     b'lemma:and'
+-0.232278 Med      b'+1:lemma:media'
+-0.234457 Med      b'+1:postag:CC'
+-0.235346 Gtype    b'-1:postag:DT'
+-0.239623 O        b'-1:lemma:um'
+-0.239623 O        b'+1:lemma:paraquat'
+-0.242354 O        b'lemma:co2'
+-0.264358 O        b'-1:lemma:mid-log'
+-0.265962 Supp     b'-1:postag:NNP'
+-0.267624 Supp     b'-1:lemma:-'
+-0.283009 O        b'lemma:phase'
+-0.307486 O        b'-1:lemma:from'
+-0.311456 O        b'-1:lemma:rifampicin'
+-0.336644 O        b'-1:lemma:od600'
+-0.348696 O        b'-1:lemma:cra'
+-0.349206 O        b'-1:lemma:30'
+-0.349519 O        b'+1:lemma:\xc2\xb0c'
+-0.376657 O        b'+1:lemma:until'
+-0.376734 O        b'+1:lemma:or'
+-0.380376 O        b'lemma:lb'
+-0.391631 Anti     b'+1:postag:JJ'
+-0.391764 O        b'postag:RB'
+-0.393925 Med      b'-1:postag:IN'
+-0.404484 O        b'-1:lemma:0.1'
+-0.405885 O        b'+1:postag:-RRB-'
+-0.410930 OD       b'+1:lemma:and'
+-0.440153 Agit     b'postag:NN'
+-0.449451 O        b'+1:lemma:rep1'
+-0.458859 O        b'lemma:od600'
+-0.466920 O        b'-1:lemma:grow'
+-0.485539 O        b'lemma:dissolve'
+-0.485571 O        b'+1:lemma:arginine'
+-0.500536 OD       b'+1:postag:CC'
+-0.501505 Anti     b'+1:lemma:anti-fur'
+-0.508110 O        b'+1:lemma:_'
+-0.509492 O        b'lemma:media'
+-0.520104 O        b'+1:postag:IN'
+-0.520122 Med      b'+1:postag:NN'
+-0.536661 O        b'lemma:anaerobic'
+-0.537297 OD       b'+1:postag:NN'
+-0.552346 O        b'+1:lemma:%'
+-0.557522 Supp     b'postag:CC'
+-0.561985 O        b'lemma:\xe2\x88\x86'
+-0.562073 O        b'-1:lemma:~'
+-0.563392 Temp     b'postag:JJ'
+-0.565743 O        b'-1:lemma:co2'
+-0.569796 Technique b'-1:postag::'
+-0.575269 O        b'lemma:150'
+-0.575269 O        b'+1:lemma:mg/ml'
+-0.583809 O        b'+1:lemma:0.3'
+-0.589903 Phase    b'-1:postag:NN'
+-0.589906 Supp     b'-1:postag:VBG'
+-0.624638 Med      b'+1:postag:IN'
+-0.647563 OD       b'lemma:-lrb-'
+-0.651123 O        b'lemma:0.3'
+-0.672987 O        b'+1:postag:NNS'
+-0.675261 O        b'lemma:fecl2'
+-0.712388 Med      b'+1:postag:NNS'
+-0.714926 O        b'+1:lemma:c'
+-0.727882 O        b'-1:lemma:0.2'
+-0.741220 OD       b'postag:-LRB-'
+-0.746499 Gversion b'+1:postag:NN'
+-0.753494 Supp     b'+1:postag:VBN'
+-0.755447 O        b'lemma:\xce\xb4fur'
+-0.756879 O        b'+1:lemma:fecl2'
+-0.756986 pH       b'postag:NN'
+-0.757378 OD       b'postag:JJ'
+-0.788163 O        b'-1:postag:VBG'
+-0.834275 O        b'-1:lemma:ml'
+-0.897819 Temp     b'+1:lemma:to'
+-0.897819 Temp     b'+1:postag:TO'
+-0.904753 O        b'lemma:20'
+-0.944733 O        b'lemma:anaerobically'
+-0.963571 O        b'+1:lemma:in'
+-0.967298 Air      b'-1:postag:JJ'
+-0.978670 Supp     b'+1:lemma:rifampicin'
+-0.980602 Phase    b'-1:postag:JJ'
+-0.986834 O        b'lemma:of'
+-0.987936 Temp     b'postag:NN'
+-1.002995 O        b'postag:VBP'
+-1.014836 O        b'lemma:dpd'
+-1.041168 Supp     b'+1:lemma:acetate'
+-1.041187 O        b'-1:lemma:sample'
+-1.042720 O        b'lemma:0.2'
+-1.050897 O        b'+1:lemma:supplement'
+-1.079011 O        b'+1:lemma:at'
+-1.093829 O        b'+1:lemma:cell'
+-1.096333 O        b'-1:lemma:dissolve'
+-1.096333 O        b'+1:lemma:methanol'
+-1.136240 O        b'+1:lemma:g/l'
+-1.201055 O        b'-1:lemma:rpob'
+-1.208075 O        b'lemma:2h'
+-1.208075 O        b'-1:lemma:additional'
+-1.245138 O        b'-1:lemma:37'
+-1.284488 O        b'lemma:0.1'
+-1.307838 O        b'-1:lemma:IP'
+-1.367289 O        b'+1:postag:VBG'
+-1.389589 O        b'+1:lemma:+'
+-1.436423 Air      b'+1:postag:JJ'
+-1.446071 O        b'lemma:wt'
+-1.450739 Supp     b'-1:lemma:%'
+-1.499193 O        b'lemma:37'
+-1.538565 O        b'-1:postag::'
+-1.553221 Air      b'postag:NN'
+-1.648157 Anti     b'postag:NNP'
+-1.853282 O        b'+1:lemma:hour'
+-1.858904 O        b'-1:lemma:nsrr'
+-1.884215 O        b'-1:lemma:ompr'
+-2.067974 O        b'-1:lemma:2'
+-2.131263 O        b'lemma:rifampicin'
+-2.175822 O        b'+1:lemma:2'
+-2.308282 O        b'lemma:methanol'
+-2.446120 Supp     b'postag:JJ'
+-2.454149 O        b'lemma:mid-log'
+-2.638968 Phase    b'postag:JJ'
+-2.760556 O        b'+1:lemma:1'
+-3.707810 O        b'-1:lemma:_'
+-3.997262 O        b'-1:lemma::'
 

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.10611954839898095, 'c2': 0.006346156532999689}
+best CV score:0.8029791834815372
+model size: 0.09M
+
+Flat F1: 0.811550814808516
+             precision    recall  f1-score   support
+
+         OD      0.652     0.405     0.500        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.875     0.955     0.913        22
+        Med      1.000     0.842     0.914        57
+       Temp      0.800     0.889     0.842        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.842     0.914        19
+        Air      0.804     0.726     0.763        62
+       Anti      1.000     1.000     1.000         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.935     0.811     0.869       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.831     0.721     0.772       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.870     0.765     0.812       480
+
+
+Top likely transitions:
+Agit   -> Agit    6.951338
+OD     -> OD      6.384899
+Temp   -> Temp    6.191832
+Med    -> Med     5.660137
+Anti   -> Anti    5.222338
+Supp   -> Supp    4.948395
+Gversion -> Gversion 4.779316
+Air    -> Air     4.661973
+Phase  -> Phase   4.585606
+O      -> O       4.523040
+Gtype  -> Gtype   4.374544
+Technique -> Technique 3.916776
+pH     -> pH      2.762443
+Gtype  -> Supp    1.647453
+Substrain -> Gtype   1.438721
+O      -> Supp    1.197603
+O      -> Technique 1.047286
+Technique -> Air     0.678619
+Air    -> O       0.635169
+O      -> Gtype   0.582793
+O      -> Anti    0.576502
+Gtype  -> Air     0.400088
+Med    -> O       0.380660
+O      -> Temp    0.322992
+Temp   -> O       0.199442
+Phase  -> O       0.150624
+O      -> Gversion 0.126987
+Supp   -> O       0.120279
+O      -> Med     0.081702
+OD     -> Phase   0.004611
+Gtype  -> pH      0.003342
+O      -> Phase   -0.018492
+Supp   -> Gtype   -0.099455
+Technique -> O       -0.160718
+O      -> OD      -0.177350
+Gtype  -> O       -0.254968
+OD     -> Air     -0.399166
+Technique -> Gtype   -0.518986
+Gtype  -> OD      -0.674743
+O      -> Air     -0.909565
+OD     -> O       -1.026695
+Agit   -> O       -1.193723
+Substrain -> O       -1.417707
+Phase  -> OD      -1.598916
+Med    -> Supp    -2.026822
+
+
+Top unlikely transitions:
+Agit   -> Agit    6.951338
+OD     -> OD      6.384899
+Temp   -> Temp    6.191832
+Med    -> Med     5.660137
+Anti   -> Anti    5.222338
+Supp   -> Supp    4.948395
+Gversion -> Gversion 4.779316
+Air    -> Air     4.661973
+Phase  -> Phase   4.585606
+O      -> O       4.523040
+Gtype  -> Gtype   4.374544
+Technique -> Technique 3.916776
+pH     -> pH      2.762443
+Gtype  -> Supp    1.647453
+Substrain -> Gtype   1.438721
+O      -> Supp    1.197603
+O      -> Technique 1.047286
+Technique -> Air     0.678619
+Air    -> O       0.635169
+O      -> Gtype   0.582793
+O      -> Anti    0.576502
+Gtype  -> Air     0.400088
+Med    -> O       0.380660
+O      -> Temp    0.322992
+Temp   -> O       0.199442
+Phase  -> O       0.150624
+O      -> Gversion 0.126987
+Supp   -> O       0.120279
+O      -> Med     0.081702
+OD     -> Phase   0.004611
+Gtype  -> pH      0.003342
+O      -> Phase   -0.018492
+Supp   -> Gtype   -0.099455
+Technique -> O       -0.160718
+O      -> OD      -0.177350
+Gtype  -> O       -0.254968
+OD     -> Air     -0.399166
+Technique -> Gtype   -0.518986
+Gtype  -> OD      -0.674743
+O      -> Air     -0.909565
+OD     -> O       -1.026695
+Agit   -> O       -1.193723
+Substrain -> O       -1.417707
+Phase  -> OD      -1.598916
+Med    -> Supp    -2.026822
+
+
+Top positive:
+8.202551 O        b'lemma:1'
+8.081205 Supp     b'lemma:nitrate'
+7.724034 Phase    b'lemma:stationary'
+7.139079 O        b'-2:lemma:_'
+7.113779 O        b'lemma:rpob'
+7.039754 Air      b'lemma:aerobic'
+6.838389 Air      b'lemma:anaerobic'
+6.715520 O        b'lemma:2'
+6.343991 O        b'lemma:3'
+6.130545 Technique b'lemma:ChIP-exo'
+5.730880 Gtype    b'lemma:type'
+5.677171 Supp     b'lemma:no3'
+5.464025 Supp     b'lemma:pq'
+5.438992 Strain   b'lemma:k-12'
+5.409079 Med      b'lemma:MOPS'
+5.383170 Gtype    b'-2:lemma:genotype/variation'
+5.364773 Technique b'lemma:chipseq'
+5.303901 Phase    b'lemma:mid-log'
+5.273251 Substrain b'lemma:mg1655'
+5.262924 Anti     b'-2:lemma:antibody'
+5.234508 O        b'-1:lemma:ChIP-exo'
+5.167882 O        b'lemma:_'
+5.116022 O        b'+2:lemma:\xc2\xb0c'
+5.083422 Air      b'lemma:Aerobic'
+4.942311 Gtype    b'lemma:\xce\xb4cra'
+4.924649 Supp     b'lemma:nh4cl'
+4.774563 O        b'lemma:b'
+4.709841 O        b'postag:IN'
+4.702565 Supp     b'+1:lemma:\xc2\xb5m'
+4.687035 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.643920 Technique b'lemma:rna-seq'
+4.637975 Technique b'lemma:chip-seq'
+4.607255 Gtype    b'+1:lemma:type'
+4.457411 OD       b'lemma:od450'
+4.452366 O        b'-2:lemma:flagtag'
+4.351257 O        b'+2:lemma:fructose'
+4.305727 Supp     b'lemma:Iron'
+4.305727 Supp     b'-2:lemma:Anaerobic'
+4.270637 Med      b'lemma:LB'
+4.264041 Gtype    b'lemma:wt'
+4.196120 OD       b'lemma:od600'
+4.164218 Supp     b'lemma:acetate'
+4.136757 O        b'lemma:-'
+4.109668 Med      b'lemma:lb'
+4.038024 O        b'lemma:.'
+4.038024 O        b'postag:.'
+4.011633 O        b'lemma:a'
+4.001990 Gversion b'lemma:chip-seq'
+3.980816 O        b'lemma:Cra'
+3.888163 O        b'+1:postag:RB'
+3.882391 Gtype    b'-2:lemma:genotype'
+3.870554 O        b'lemma:rep1'
+3.786732 O        b'-1:lemma:tag'
+3.784821 Gtype    b'lemma:flag-tag'
+3.784821 Gtype    b'-1:lemma:c-terminal'
+3.784385 Gtype    b'-2:lemma:affyexp'
+3.777053 Gtype    b'lemma:\xe2\x88\x86'
+3.728794 O        b'+2:lemma:cra'
+3.679265 Gtype    b'lemma:\xce\xb4fur'
+3.669557 Gtype    b'-2:lemma:delta'
+3.559327 Supp     b'lemma:glucose'
+3.549105 Gtype    b'lemma:nsrr'
+3.543860 Supp     b'lemma:iptg'
+3.508675 Supp     b'lemma:arginine'
+3.463556 O        b'lemma:Custom'
+3.436560 O        b'-1:lemma:media'
+3.426544 O        b'-2:lemma:myc'
+3.416590 O        b'lemma:oxyr'
+3.416144 O        b'postag:VBN'
+3.379211 Air      b'-1:lemma:ChIP-Seq'
+3.361106 O        b'postag::'
+3.327937 O        b'lemma:culture'
+3.281566 Air      b'-2:lemma:IP'
+3.243630 Gtype    b'+1:lemma:with'
+3.233953 Supp     b'-2:lemma:purr'
+3.177625 Supp     b'-1:lemma:Cra'
+3.154838 Supp     b'lemma:Fe'
+3.106755 Gtype    b'lemma:\xce\xb4ompr'
+3.091806 Technique b'+2:lemma:ph5'
+3.085874 Supp     b'+1:lemma:1'
+3.076198 Technique b'lemma:rnaseq'
+3.067570 O        b'lemma:purr'
+3.056379 O        b'+1:postag:VBP'
+2.992692 Med      b'+2:lemma:b2'
+2.989554 Supp     b'lemma:nacl'
+2.977780 O        b'lemma:rep2'
+2.962704 O        b'-1:lemma:0.3'
+2.933202 Supp     b'lemma:fructose'
+2.929584 Temp     b'-1:lemma:sample'
+2.914017 pH       b'lemma:ph5'
+2.914017 pH       b'+1:lemma:.5'
+2.909617 O        b'lemma:CEL'
+2.897129 Supp     b'+1:lemma:_'
+2.888676 O        b'-2:lemma:~'
+2.886570 Supp     b'+1:lemma:2'
+2.868631 Technique b'lemma:ChIP-Seq'
+2.863602 Supp     b'lemma:rifampicin'
+2.844607 O        b'-1:lemma:type'
+2.822375 O        b'lemma:argr'
+2.738012 O        b'lemma:Lrp'
+2.736527 Supp     b'-2:lemma:shake'
+2.722390 O        b'-1:lemma:anaerobic'
+2.722131 Technique b'-2:lemma:Fur'
+2.717816 Gtype    b'-1:lemma:rpob'
+2.702398 O        b'-1:lemma:\xc2\xb0c'
+2.697548 Gtype    b'-1:lemma:ptac'
+2.686027 Gtype    b'lemma:\xce\xb4soxs'
+2.672826 O        b'-2:lemma:ChIP-Seq'
+2.652232 O        b'lemma:s'
+2.640574 Temp     b'lemma:43'
+2.616265 O        b'-1:lemma:glucose'
+2.604674 O        b'-2:lemma:fructose'
+2.596037 Gversion b'lemma:.2'
+2.596037 Gversion b'-1:lemma:u00096'
+2.593526 Supp     b'+2:lemma:rifampicin'
+2.593425 O        b'+2:lemma:chipseq'
+2.574956 O        b'lemma:soxs'
+2.574956 O        b'lemma:soxr'
+2.572085 O        b'lemma:\xcf\x8332'
+2.560311 pH       b'lemma:.5'
+2.560311 pH       b'-1:lemma:ph5'
+2.558026 Anti     b'+1:lemma:antibody'
+2.548716 O        b'+1:lemma:chip-seq'
+2.547807 O        b'+2:lemma:polyclonal'
+2.547779 O        b'postag:DT'
+2.547476 Gtype    b'lemma:wild-type'
+2.542568 Gtype    b'lemma:ptac'
+2.496299 Temp     b'-1:lemma:\xcf\x8332'
+2.482714 O        b'lemma:condition'
+2.450763 Supp     b'lemma:dpd'
+2.436790 OD       b'lemma:0.3'
+2.432687 Gtype    b'lemma:dfnr'
+2.425186 O        b'lemma:affyexp'
+2.402512 OD       b'+1:lemma:stationary'
+2.396707 O        b'+1:postag:NNP'
+2.395525 O        b'-1:lemma:Aerobic'
+2.390930 O        b'lemma:chip'
+2.365269 Med      b'+2:lemma:with'
+2.349317 O        b'+1:lemma:condition'
+2.347569 Med      b'+2:lemma:b1'
+2.323852 Gtype    b'+1:lemma:flagtag'
+2.285051 Air      b'-2:postag:SYM'
+2.270519 Med      b'+1:lemma:0.4'
+2.267409 Air      b'postag:RB'
+2.227138 Med      b'lemma:m63'
+2.221466 Supp     b'-2:lemma:Lrp'
+2.211681 Gtype    b'lemma:\xce\xb4soxr'
+2.198402 Technique b'-1:lemma:IP'
+2.191991 Temp     b'-1:lemma:43'
+2.190945 Technique b'-1:lemma:chip-exo'
+2.177040 Technique b'-1:lemma:input'
+2.164912 O        b'lemma:ompr'
+2.159564 Supp     b'+2:lemma:for'
+2.147969 Gversion b'-2:lemma:build'
+2.138399 Supp     b'-1:lemma:with'
+2.130975 Gversion b'lemma:u00096'
+2.130975 Gversion b'+1:lemma:.2'
+2.116889 Air      b'+2:lemma:L'
+2.109271 O        b'+1:lemma:anti-fur'
+2.094403 Phase    b'-2:lemma:phase'
+2.088072 Anti     b'+2:lemma:antibody'
+2.069606 Temp     b'-1:lemma:37'
+2.062716 OD       b'+2:lemma:stationary'
+2.062298 Supp     b'-2:lemma:supplement'
+2.054041 Temp     b'lemma:\xc2\xb0c'
+2.051199 Supp     b'lemma:20'
+2.046096 Med      b'+1:lemma:g/l'
+2.033023 Temp     b'lemma:37'
+2.031219 Gversion b'lemma:nc'
+2.026359 Phase    b'-1:lemma:mid-log'
+2.022551 Temp     b'-2:lemma:\xcf\x8332'
+2.021988 O        b'postag:CC'
+2.012689 Med      b'-2:lemma:50'
+1.995640 O        b'lemma:with'
+1.988961 Supp     b'-2:postag:VBG'
+1.987668 Temp     b'+1:lemma:\xc2\xb0c'
+1.983838 Med      b'lemma:media'
+1.966093 Gtype    b'+1:lemma:ph5'
+1.966093 Gtype    b'+2:lemma:.5'
+1.929947 O        b'+1:lemma:od600'
+1.925489 Gtype    b'+2:lemma:glucose'
+1.923491 Gversion b'-2:lemma:nc'
+1.919933 O        b'-2:lemma:medium'
+1.916487 Technique b'+1:lemma:chip-exo'
+1.915937 O        b'lemma:at'
+1.903350 pH       b'+1:postag:CD'
+1.881335 O        b'-2:lemma:co2'
+1.880331 Air      b'+2:lemma:37'
+1.842022 O        b'-1:lemma:l1'
+1.835960 Gtype    b'lemma:arca8myc'
+1.835960 Gtype    b'-2:lemma:chip-arca'
+1.825949 O        b'+1:lemma:sparging'
+1.820188 O        b'lemma:Fur'
+1.816501 Med      b'postag:NNP'
+1.816366 Temp     b'-2:lemma:keep'
+1.812523 Substrain b'+1:lemma:phtpg'
+1.806914 Med      b'lemma:glucose'
+1.798594 O        b'lemma:for'
+1.790149 Supp     b'-1:lemma:+'
+1.786505 O        b'-1:lemma:lb'
+
+
+Top negative:
+-0.056377 O        b'+2:lemma:follow'
+-0.057834 O        b'-2:postag:RB'
+-0.062691 O        b'lemma:lb'
+-0.062694 O        b'+2:lemma:co2'
+-0.063082 Agit     b'postag:NN'
+-0.063895 O        b'-2:lemma:stir'
+-0.066451 O        b'+1:lemma:or'
+-0.069881 Air      b'-2:lemma:or'
+-0.071179 Supp     b'+1:postag:-RRB-'
+-0.073541 O        b'+1:lemma:300'
+-0.076445 OD       b'+2:lemma:~'
+-0.078449 O        b'-2:lemma:paraquat'
+-0.079932 OD       b'+1:postag:CC'
+-0.080336 OD       b'lemma:~'
+-0.082164 O        b'-1:lemma:until'
+-0.087626 O        b'+2:lemma:supplement'
+-0.089622 O        b'lemma:e.'
+-0.092349 O        b'-1:lemma:1'
+-0.093669 O        b'lemma:grow'
+-0.094841 Med      b'+1:postag:IN'
+-0.097229 Supp     b'-2:postag:IN'
+-0.101825 Air      b'postag:CD'
+-0.103517 Anti     b'+1:postag:JJ'
+-0.105803 O        b'+2:lemma:od600'
+-0.108906 O        b'lemma:co2'
+-0.111524 Supp     b'-2:postag:VBN'
+-0.118531 Agit     b'-1:postag:NN'
+-0.120507 O        b'-2:lemma:cell'
+-0.121204 Air      b'lemma:70'
+-0.124675 O        b'-1:lemma:0.1'
+-0.124675 O        b'+2:lemma:fecl2'
+-0.126624 O        b'+2:lemma:for'
+-0.128419 Air      b'+1:lemma:70'
+-0.128789 O        b'lemma:150'
+-0.128789 O        b'+1:lemma:mg/ml'
+-0.128789 O        b'-2:lemma:concentration'
+-0.130352 O        b'-2:lemma:nh4cl'
+-0.132047 O        b'+2:lemma:37'
+-0.135046 O        b'-1:postag:VBN'
+-0.138694 Med      b'+2:postag:VBN'
+-0.138737 O        b'lemma:\xc2\xb0c'
+-0.140991 Gtype    b'lemma:_'
+-0.145854 O        b'-1:postag:IN'
+-0.145950 O        b'-2:lemma:genome'
+-0.147428 O        b'+2:lemma:iptg'
+-0.147810 O        b'-1:lemma:cra'
+-0.155455 Air      b'+2:lemma:70'
+-0.156201 Supp     b'lemma:and'
+-0.158149 O        b'+1:postag:JJ'
+-0.164480 O        b'+1:postag:CD'
+-0.172333 OD       b'+1:postag:CD'
+-0.174063 O        b'+2:lemma:.'
+-0.174063 O        b'+2:postag:.'
+-0.178683 Supp     b'+2:lemma:-rrb-'
+-0.181783 O        b'-1:lemma:ml'
+-0.184867 O        b'-2:postag:VBG'
+-0.187294 O        b'+2:lemma:anaerobically'
+-0.187906 Supp     b'-1:postag:NN'
+-0.188626 Gtype    b'-2:postag:IN'
+-0.197726 O        b'-1:postag:-LRB-'
+-0.198187 O        b'-2:lemma:dna'
+-0.204690 Air      b'+2:postag:IN'
+-0.204920 O        b'+2:lemma:cell'
+-0.225831 O        b'lemma:\xce\xb4fur'
+-0.230974 O        b'-1:lemma:um'
+-0.230974 O        b'+1:lemma:paraquat'
+-0.236573 O        b'lemma:of'
+-0.240385 O        b'-1:lemma:iptg'
+-0.244742 Supp     b'+2:postag:-RRB-'
+-0.251781 O        b'-1:lemma:rifampicin'
+-0.263047 O        b'+1:postag:IN'
+-0.263702 O        b'+1:postag:VBG'
+-0.268568 O        b'lemma:20'
+-0.274794 O        b'+2:lemma:add'
+-0.280223 O        b'+2:postag:RB'
+-0.291400 Supp     b'+2:lemma:1'
+-0.296141 Phase    b'-1:postag:NN'
+-0.297378 O        b'-2:lemma:dpd'
+-0.301496 Phase    b'-2:postag:NN'
+-0.307882 Supp     b'-2:lemma:grow'
+-0.308671 O        b'-2:lemma:anaerobically'
+-0.316370 O        b'+1:lemma:mg1655'
+-0.317713 O        b'-2:lemma:until'
+-0.327378 O        b'-1:lemma:from'
+-0.329280 Med      b'-2:lemma:in'
+-0.331478 O        b'+1:lemma:until'
+-0.343943 O        b'lemma:k-12'
+-0.346692 OD       b'+1:postag:NN'
+-0.347195 Supp     b'-1:postag:VBG'
+-0.348433 O        b'+1:lemma:fecl2'
+-0.348433 O        b'-2:lemma:0.1'
+-0.358964 O        b'-2:lemma::'
+-0.362392 pH       b'postag:NN'
+-0.364550 OD       b'lemma:-lrb-'
+-0.366840 Anti     b'+1:lemma:anti-fur'
+-0.372342 O        b'-1:lemma:grow'
+-0.376200 O        b'+2:postag:-RRB-'
+-0.383946 O        b'lemma:od600'
+-0.387364 Supp     b'-2:postag:NN'
+-0.394053 Anti     b'+2:lemma:polyclonal'
+-0.398869 Supp     b'-1:postag:NNP'
+-0.402792 O        b'-1:lemma:od600'
+-0.405894 O        b'postag:RB'
+-0.407413 O        b'-1:lemma:mid-log'
+-0.417577 O        b'+2:lemma:fnr'
+-0.419538 O        b'lemma:dissolve'
+-0.419538 O        b'+2:lemma:methanol'
+-0.420729 O        b'-2:postag:DT'
+-0.427686 Gtype    b'-1:postag:NN'
+-0.433305 O        b'+1:lemma:_'
+-0.440572 O        b'+1:lemma:\xc2\xb0c'
+-0.441074 Supp     b'+1:lemma:rifampicin'
+-0.446067 Med      b'+1:postag:NN'
+-0.453325 Phase    b'+1:postag:NN'
+-0.453738 O        b'-1:lemma:co2'
+-0.454368 O        b'lemma:0.3'
+-0.465224 OD       b'-2:postag:IN'
+-0.467206 O        b'-2:postag:SYM'
+-0.469619 Supp     b'postag:CC'
+-0.480615 O        b'lemma:anaerobically'
+-0.482560 O        b'+2:lemma:reference'
+-0.492293 O        b'-2:lemma:rpob'
+-0.507584 O        b'+1:lemma:hour'
+-0.517359 O        b'lemma:glucose'
+-0.518184 O        b'-2:lemma:a'
+-0.523810 O        b'+1:lemma:supplement'
+-0.529465 O        b'lemma:dpd'
+-0.535094 O        b'lemma:anaerobic'
+-0.535327 Supp     b'+1:lemma:acetate'
+-0.543209 Supp     b'+2:postag:NN'
+-0.549417 O        b'lemma:aerobically'
+-0.550622 O        b'+1:lemma:+'
+-0.571540 O        b'lemma:media'
+-0.573484 O        b'+2:lemma:antibody'
+-0.582564 O        b'-1:lemma:dissolve'
+-0.582564 O        b'+1:lemma:methanol'
+-0.591022 O        b'lemma:0.1'
+-0.601166 Air      b'+1:postag:JJ'
+-0.618396 O        b'-2:lemma:aerobically'
+-0.620494 O        b'lemma:methanol'
+-0.620494 O        b'-2:lemma:dissolve'
+-0.625501 O        b'lemma:0.2'
+-0.627314 O        b'-1:lemma:ompr'
+-0.627416 Temp     b'-1:lemma:\xc2\xb0c'
+-0.631755 Air      b'-1:postag:JJ'
+-0.641710 O        b'+1:lemma:minimal'
+-0.642246 O        b'lemma:fecl2'
+-0.651512 O        b'lemma:rifampicin'
+-0.655237 O        b'lemma:\xe2\x88\x86'
+-0.663186 O        b'-1:lemma:sample'
+-0.665432 O        b'+2:lemma:+'
+-0.669192 O        b'lemma:phase'
+-0.678711 O        b'lemma:37'
+-0.681855 O        b'+1:lemma:g/l'
+-0.682703 O        b'-1:lemma:37'
+-0.698027 O        b'+1:postag:NNS'
+-0.702726 Supp     b'+2:lemma:2'
+-0.715445 O        b'-1:lemma:0.2'
+-0.734463 Med      b'-1:postag:NN'
+-0.741932 O        b'lemma:2h'
+-0.741932 O        b'-1:lemma:additional'
+-0.743025 Supp     b'-2:postag:JJ'
+-0.769586 O        b'+1:lemma:phase'
+-0.772776 OD       b'-2:postag:JJ'
+-0.774462 O        b'+2:lemma:medium'
+-0.795476 O        b'-2:lemma:IP'
+-0.799045 O        b'-1:lemma:~'
+-0.821552 O        b'+2:lemma:mid-log'
+-0.839684 OD       b'postag:-LRB-'
+-0.858529 O        b'-2:lemma:rifampicin'
+-0.862954 O        b'-1:postag::'
+-0.882732 Supp     b'+2:postag:NNS'
+-0.895274 Temp     b'postag:NN'
+-0.947318 Anti     b'+2:postag:JJ'
+-0.959235 Phase    b'-1:postag:JJ'
+-0.977788 O        b'-1:lemma:rpob'
+-0.978443 O        b'lemma:mid-log'
+-0.988760 O        b'-1:postag:VBG'
+-1.006314 O        b'-2:lemma:50'
+-1.041256 O        b'-1:lemma:nsrr'
+-1.065402 O        b'+2:lemma:b'
+-1.086805 O        b'-2:lemma:supplement'
+-1.093802 O        b'+1:lemma:cell'
+-1.098577 O        b'+2:lemma:rifampicin'
+-1.120238 O        b'-1:lemma:IP'
+-1.200121 Med      b'-2:postag:VBN'
+-1.376159 Air      b'postag:NN'
+-1.479670 O        b'+1:lemma:in'
+-1.485332 Phase    b'postag:JJ'
+-1.570263 O        b'lemma:wt'
+-1.570821 Supp     b'postag:JJ'
+-1.809959 Anti     b'postag:NNP'
+-1.929723 O        b'-1:lemma:2'
+-2.027837 O        b'+1:lemma:at'
+-2.145834 O        b'-2:lemma:phase'
+-2.516491 O        b'+1:lemma:2'
+-2.632073 Supp     b'+2:postag:CD'
+-3.112250 O        b'+1:lemma:1'
+-4.352391 O        b'-1:lemma::'
+-4.597643 O        b'-1:lemma:_'
+

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.06596113672627639, 'c2': 0.005613954965247502}
+best CV score:0.8018183916317536
+model size: 0.08M
+
+Flat F1: 0.7935906805413363
+             precision    recall  f1-score   support
+
+         OD      1.000     0.405     0.577        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.803     0.860     0.831        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.947     0.973        19
+        Air      0.902     0.742     0.814        62
+       Anti      0.571     0.444     0.500         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.865     0.783     0.822       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.830     0.684     0.750       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.867     0.748     0.794       480
+
+
+Top likely transitions:
+Agit   -> Agit    6.810185
+OD     -> OD      6.187635
+Temp   -> Temp    5.829357
+Med    -> Med     5.699279
+Anti   -> Anti    5.664227
+Air    -> Air     5.035921
+Phase  -> Phase   4.898803
+Gversion -> Gversion 4.861231
+O      -> O       4.770492
+Gtype  -> Gtype   4.725413
+Supp   -> Supp    4.444377
+Technique -> Technique 4.039464
+pH     -> pH      2.490113
+O      -> Supp    1.657684
+Substrain -> Gtype   1.602926
+O      -> Technique 1.346731
+Gtype  -> Supp    1.341693
+O      -> Gtype   1.213701
+O      -> Temp    0.759700
+Technique -> Air     0.709582
+Air    -> O       0.679733
+O      -> Anti    0.628958
+Gtype  -> pH      0.381737
+OD     -> Phase   0.217695
+Gtype  -> Air     0.206619
+O      -> Gversion 0.164188
+O      -> Med     0.158358
+Med    -> O       0.068822
+O      -> Strain  0.037849
+O      -> Phase   0.019143
+Temp   -> O       0.000267
+Supp   -> Anti    -0.000426
+Gversion -> O       -0.017952
+Anti   -> OD      -0.023479
+Air    -> Temp    -0.064389
+Strain -> O       -0.068951
+Phase  -> Air     -0.097477
+Temp   -> Med     -0.130697
+Supp   -> Gversion -0.132660
+Gtype  -> Gversion -0.152489
+Supp   -> Temp    -0.180122
+O      -> OD      -0.195607
+Anti   -> O       -0.203415
+Supp   -> Technique -0.213129
+Supp   -> OD      -0.295829
+Technique -> pH      -0.297966
+Air    -> Phase   -0.309467
+Gtype  -> Med     -0.371622
+Phase  -> O       -0.401213
+Technique -> O       -0.444318
+
+
+Top unlikely transitions:
+Air    -> O       0.679733
+O      -> Anti    0.628958
+Gtype  -> pH      0.381737
+OD     -> Phase   0.217695
+Gtype  -> Air     0.206619
+O      -> Gversion 0.164188
+O      -> Med     0.158358
+Med    -> O       0.068822
+O      -> Strain  0.037849
+O      -> Phase   0.019143
+Temp   -> O       0.000267
+Supp   -> Anti    -0.000426
+Gversion -> O       -0.017952
+Anti   -> OD      -0.023479
+Air    -> Temp    -0.064389
+Strain -> O       -0.068951
+Phase  -> Air     -0.097477
+Temp   -> Med     -0.130697
+Supp   -> Gversion -0.132660
+Gtype  -> Gversion -0.152489
+Supp   -> Temp    -0.180122
+O      -> OD      -0.195607
+Anti   -> O       -0.203415
+Supp   -> Technique -0.213129
+Supp   -> OD      -0.295829
+Technique -> pH      -0.297966
+Air    -> Phase   -0.309467
+Gtype  -> Med     -0.371622
+Phase  -> O       -0.401213
+Technique -> O       -0.444318
+OD     -> Gtype   -0.458964
+Air    -> Med     -0.484691
+Supp   -> O       -0.486623
+OD     -> Air     -0.565502
+Technique -> OD      -0.598899
+Technique -> Gtype   -0.612194
+Air    -> OD      -0.617091
+Supp   -> Air     -0.672649
+Gtype  -> O       -0.732894
+OD     -> Med     -0.783942
+O      -> Air     -0.841156
+Gtype  -> Anti    -0.881159
+Air    -> Supp    -0.895933
+Agit   -> O       -0.971277
+Gtype  -> OD      -1.088787
+OD     -> O       -1.113905
+Supp   -> Med     -1.253584
+Substrain -> O       -1.723672
+Phase  -> OD      -2.084990
+Med    -> Supp    -2.134929
+
+
+Top positive:
+9.803739 Supp     b'lemma:Iron'
+9.580173 O        b'lemma:_'
+8.154870 O        b'lemma:1'
+7.967307 Phase    b'lemma:stationary'
+7.817188 Technique b'lemma:ChIP-exo'
+7.499968 Air      b'lemma:anaerobic'
+7.345897 Supp     b'lemma:nitrate'
+7.255329 Med      b'lemma:MOPS'
+7.049720 Strain   b'lemma:k-12'
+6.904427 Air      b'lemma:aerobic'
+6.841300 O        b'lemma:rpob'
+6.768590 O        b'lemma:2'
+6.737063 Technique b'lemma:chipseq'
+6.360291 O        b'-1:lemma:tag'
+6.349470 Supp     b'lemma:pq'
+6.300045 Gtype    b'lemma:\xce\xb4cra'
+6.186808 O        b'lemma:3'
+6.179446 O        b'-1:lemma:ChIP-exo'
+6.005364 Air      b'-1:lemma:ChIP-Seq'
+5.920885 Gversion b'lemma:asm584v2'
+5.896974 Air      b'lemma:Aerobic'
+5.722661 Gtype    b'lemma:flag-tag'
+5.722661 Gtype    b'-1:lemma:c-terminal'
+5.531927 OD       b'lemma:od600'
+5.514469 Med      b'lemma:LB'
+5.500899 O        b'lemma:Cra'
+5.490395 O        b'lemma:rep1'
+5.429405 Gtype    b'lemma:arca8myc'
+5.319893 Substrain b'lemma:mg1655'
+5.281725 O        b'lemma:rep2'
+5.261435 O        b'lemma:Custom'
+5.225717 Supp     b'+1:lemma:\xc2\xb5m'
+5.209658 Gtype    b'lemma:delta-arca'
+5.179292 Gtype    b'lemma:type'
+5.158663 O        b'lemma:b'
+5.112757 Supp     b'lemma:nh4cl'
+5.101092 O        b'lemma:rep3'
+5.039392 OD       b'lemma:od450'
+5.020295 Med      b'lemma:lb'
+5.002221 O        b'-1:lemma:0.3-0.35'
+4.965187 Supp     b'lemma:glucose'
+4.956435 Gtype    b'lemma:fnr8myc'
+4.954144 O        b'postag::'
+4.945827 Technique b'lemma:rna-seq'
+4.916169 OD       b'+1:lemma:stationary'
+4.892519 Gtype    b'lemma:wt'
+4.870877 Supp     b'lemma:Fe'
+4.839544 Gtype    b'+1:lemma:type'
+4.839112 O        b'lemma:a'
+4.816421 Supp     b'lemma:acetate'
+4.800826 O        b'lemma:for'
+4.795011 O        b'-1:lemma:Aerobic'
+4.749012 O        b'lemma:\xcf\x8332'
+4.703876 Anti     b'lemma:none'
+4.687916 Gversion b'lemma:nc'
+4.679745 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.658460 O        b'postag:IN'
+4.499779 Gtype    b'lemma:delta-fnr'
+4.488425 Supp     b'lemma:rifampicin'
+4.420970 Technique b'lemma:ChIP-Seq'
+4.383863 O        b'lemma:.'
+4.383863 O        b'postag:.'
+4.370053 O        b'+1:lemma:od600'
+4.356499 O        b'-1:lemma:glucose'
+4.332569 Anti     b'lemma:seqa'
+4.328668 Supp     b'lemma:no3'
+4.297407 Med      b'+1:lemma:0.4'
+4.276695 Supp     b'-1:lemma:Cra'
+4.206385 Strain   b'+1:lemma:substr'
+4.200724 Gtype    b'lemma:\xe2\x88\x86'
+4.199179 Phase    b'lemma:mid-log'
+4.192968 Gtype    b'lemma:\xce\xb4fur'
+4.176687 Technique b'lemma:rnaseq'
+4.174399 Technique b'lemma:chip-seq'
+4.163064 O        b'-1:lemma:anaerobic'
+4.079966 Supp     b'lemma:dpd'
+4.071291 O        b'lemma:-'
+4.042539 Gtype    b'lemma:nsrr'
+4.040900 O        b'+1:postag:RB'
+3.961200 Anti     b'lemma:anti-rpos'
+3.949739 Supp     b'lemma:fructose'
+3.943560 Supp     b'lemma:arginine'
+3.920546 O        b'lemma:with'
+3.906842 O        b'lemma:or'
+3.867183 Gversion b'lemma:000913'
+3.852346 Supp     b'+1:lemma:1'
+3.844501 Vess     b'lemma:flask'
+3.844501 Vess     b'-1:lemma:warm'
+3.833652 O        b'lemma:CEL'
+3.821792 Anti     b'lemma:anti-myc'
+3.754133 Gversion b'-1:lemma:nc'
+3.739933 pH       b'lemma:ph5'
+3.739933 pH       b'+1:lemma:.5'
+3.707305 Temp     b'-1:lemma:\xcf\x8332'
+3.705406 O        b'lemma:chip'
+3.697004 O        b'-1:lemma:type'
+3.688398 Med      b'lemma:m63'
+3.683435 Supp     b'+1:lemma:hour'
+3.597164 O        b'postag:VBN'
+3.578566 Gversion b'lemma:chip-seq'
+3.568740 O        b'lemma:s'
+3.558200 Temp     b'-1:lemma:sample'
+3.545060 O        b'+1:lemma:o.d.'
+3.516070 Supp     b'-1:lemma:+'
+3.483554 Gtype    b'lemma:\xce\xb4ompr'
+3.483503 Gtype    b'+1:lemma:with'
+3.459746 Supp     b'lemma:nacl'
+3.441734 O        b'-1:lemma:lb'
+3.409536 Air      b'lemma:Anaerobic'
+3.404389 Gtype    b'+1:lemma:ph5'
+3.361396 Technique b'+1:lemma:chip-exo'
+3.328422 Gtype    b'lemma:\xce\xb4soxs'
+3.317686 Med      b'+1:lemma:2.0'
+3.301476 Gversion b'lemma:u00096'
+3.301476 Gversion b'+1:lemma:.2'
+3.286668 O        b'lemma:affyexp'
+3.280195 Air      b'lemma:anaerobically'
+3.258177 Gtype    b'-1:lemma:ptac'
+3.257208 O        b'lemma:ompr'
+3.255510 Gtype    b'+1:lemma:pq'
+3.246680 Anti     b'+1:lemma:antibody'
+3.236124 O        b'lemma:oxyr'
+3.209122 Supp     b'+1:lemma:2'
+3.197656 Med      b'+1:lemma:minimal'
+3.196597 Phase    b'-1:lemma:until'
+3.189945 Gtype    b'lemma:wild-type'
+3.181288 O        b'-1:lemma:0.3'
+3.170002 Temp     b'lemma:\xc2\xb0c'
+3.161695 O        b'+1:lemma:pq'
+3.159682 Supp     b'lemma:Leu'
+3.133292 Gversion b'lemma:.2'
+3.133292 Gversion b'-1:lemma:u00096'
+3.126040 O        b'lemma:2-3'
+3.125880 Technique b'-1:lemma:IP'
+3.112267 O        b'-1:lemma:stpa'
+3.103375 Gtype    b'lemma:ptac'
+3.101224 Gtype    b'+1:lemma:flagtag'
+3.060100 Temp     b'-1:lemma:37'
+3.057323 Supp     b'+1:lemma:_'
+3.050729 O        b'lemma:Lrp'
+3.035951 Gtype    b'lemma:pk4854'
+3.030223 O        b'lemma:chip-arca'
+3.008946 OD       b'-1:lemma:~'
+2.947889 O        b'lemma:argr'
+2.944505 Technique b'-1:lemma:chip-exo'
+2.933771 O        b'+1:lemma:chip-seq'
+2.918186 Gtype    b'-1:lemma:rpob'
+2.896628 Phase    b'+1:lemma:for'
+2.896158 O        b'lemma:purr'
+2.893920 Gtype    b'lemma:WT'
+2.885542 Med      b'-1:lemma:ml'
+2.868396 O        b'-1:lemma:l1'
+2.864588 O        b'lemma:at'
+2.861849 Gtype    b'lemma:deltaseqa'
+2.861849 Gtype    b'-1:lemma:old'
+2.861515 Air      b'postag:RB'
+2.860863 Technique b'-1:lemma:input'
+2.852420 Air      b'lemma:anerobically'
+2.847369 O        b'-1:lemma:\xc2\xb0c'
+2.838846 Substrain b'+1:lemma:phtpg'
+2.838740 Temp     b'-1:lemma:43'
+2.808074 OD       b'lemma:phase'
+2.787238 Med      b'lemma:L'
+2.787238 Med      b'+1:lemma:broth'
+2.770533 Gtype    b'+1:lemma:aerobic'
+2.754834 O        b'-1:lemma:dpd'
+2.711280 Gtype    b'lemma:\xce\xb4soxr'
+2.708114 Med      b'lemma:glucose'
+2.683398 O        b'-1:lemma:media'
+2.661239 O        b'+1:postag:NNP'
+2.646068 Gtype    b'lemma:\xce\xb4oxyr'
+2.622418 O        b'lemma:soxs'
+2.622418 O        b'lemma:soxr'
+2.602038 Supp     b'+1:lemma:Deficient'
+2.600846 Temp     b'lemma:43'
+2.597103 O        b'postag:DT'
+2.594739 Supp     b'lemma:iptg'
+2.565098 OD       b'lemma:0.3'
+2.562324 Supp     b'lemma:Adenine'
+2.524716 pH       b'lemma:.5'
+2.524716 pH       b'-1:lemma:ph5'
+2.490454 Air      b'+1:lemma:at'
+2.468286 O        b'lemma:Fur'
+2.464129 Supp     b'lemma:methanol'
+2.445015 Air      b'-1:lemma:-'
+2.439688 Med      b'+1:lemma:contain'
+2.436952 Med      b'-1:lemma:LB'
+2.431687 Supp     b'-1:lemma:\xc2\xb5m'
+2.424727 O        b'lemma:culture'
+2.410632 O        b'lemma:chip-fnr'
+2.399552 O        b'+1:lemma:mid-log'
+2.380228 O        b'lemma:condition'
+2.369416 Supp     b'lemma:20'
+2.332730 Technique b'+1:lemma:rna-seq'
+2.331984 Gtype    b'lemma:dfnr'
+2.298119 O        b'-1:lemma:min'
+2.251434 Gtype    b'lemma:soxs-8myc'
+2.251434 Gtype    b'lemma:soxr-8myc'
+2.236660 O        b'+1:lemma:sparging'
+2.235760 Gtype    b'-1:lemma:_'
+
+
+Top negative:
+0.000004 Gtype    b'+1:lemma:carrying'
+-0.000024 Gtype    b'+1:lemma:-'
+-0.000044 Med      b'+1:lemma:media'
+-0.000057 O        b'-1:lemma:g/l'
+-0.000062 Gtype    b'+1:postag:IN'
+-0.000133 Gtype    b'+1:lemma:cra'
+-0.000220 OD       b'+1:postag:NNS'
+-0.000334 O        b'lemma:pahse'
+-0.000367 O        b'+1:lemma:pahse'
+-0.000370 O        b'+1:lemma:antibody'
+-0.000463 Gtype    b'+1:lemma:2'
+-0.000888 O        b'+1:lemma:95'
+-0.001725 O        b'+1:lemma:grow'
+-0.001924 O        b'-1:lemma:70'
+-0.002590 O        b'-1:lemma:at'
+-0.002609 Supp     b'+1:lemma:glucose'
+-0.002737 Temp     b'-1:lemma:\xc2\xb0c'
+-0.003250 O        b'+1:lemma:0.4'
+-0.003835 O        b'-1:lemma:the'
+-0.004365 Supp     b'lemma:min'
+-0.004404 Air      b'+1:postag:NN'
+-0.004876 Gtype    b'-1:postag:SYM'
+-0.007478 Air      b'-1:lemma:anaerobically'
+-0.008825 O        b'lemma:25'
+-0.010133 O        b'-1:lemma:\xe2\x88\x86'
+-0.010800 O        b'+1:lemma:~'
+-0.011018 O        b'-1:lemma:25'
+-0.012738 OD       b'+1:lemma:0.4'
+-0.013297 O        b'-1:lemma:mm'
+-0.013330 O        b'+1:lemma:25'
+-0.017236 O        b'lemma:medium'
+-0.017258 O        b'+1:lemma:co2'
+-0.021642 O        b'-1:lemma:minimal'
+-0.022529 O        b'lemma:\xe2\x88\x86'
+-0.023207 OD       b'+1:postag:CD'
+-0.024275 O        b'+1:lemma:culture'
+-0.027000 Med      b'+1:postag:NNS'
+-0.028443 O        b'-1:postag:IN'
+-0.028871 OD       b'lemma:~'
+-0.029400 O        b'-1:lemma:-lrb-'
+-0.029957 O        b'-1:postag:VBN'
+-0.031814 OD       b'+1:lemma:-lrb-'
+-0.036730 O        b'lemma:\xc2\xb0c'
+-0.040489 O        b'+1:lemma:shake'
+-0.049352 O        b'lemma:grow'
+-0.049870 Gtype    b'-1:postag:CD'
+-0.051592 O        b'+1:lemma:\xc2\xb0c'
+-0.058064 O        b'+1:lemma:5'
+-0.060533 Supp     b'-1:postag:NNP'
+-0.066506 O        b'lemma:m63'
+-0.067322 O        b'lemma:purify'
+-0.073479 O        b'-1:lemma:1'
+-0.078629 OD       b'+1:postag:-LRB-'
+-0.088409 OD       b'-1:postag:DT'
+-0.089657 O        b'+1:lemma:300'
+-0.090027 O        b'lemma:lb'
+-0.092005 Air      b'-1:postag:CC'
+-0.094016 O        b'-1:lemma:e.'
+-0.094979 O        b'-1:postag:-LRB-'
+-0.095499 O        b'+1:lemma:-rrb-'
+-0.096558 Gversion b'-1:postag:NN'
+-0.102714 O        b'-1:lemma:fresh'
+-0.102983 Phase    b'+1:postag:NN'
+-0.104669 Supp     b'lemma:and'
+-0.106096 Phase    b'-1:lemma:at'
+-0.110455 O        b'+1:lemma:minimal'
+-0.110526 Supp     b'+1:postag:IN'
+-0.113970 Technique b'-1:lemma::'
+-0.119878 O        b'-1:lemma:iptg'
+-0.125836 O        b'+1:lemma:mm'
+-0.127210 O        b'+1:lemma:rep1'
+-0.132494 Gtype    b'-1:postag:NN'
+-0.133598 Vess     b'postag:NN'
+-0.137884 O        b'lemma:o2'
+-0.140906 O        b'+1:lemma:o2'
+-0.143319 O        b'-1:lemma:n2'
+-0.147451 O        b'-1:lemma:o2'
+-0.153465 Anti     b'+1:postag:JJ'
+-0.160555 O        b'lemma:mg1655'
+-0.160730 O        b'-1:lemma:um'
+-0.160730 O        b'+1:lemma:paraquat'
+-0.168104 O        b'lemma:minimal'
+-0.171270 O        b'-1:lemma:of'
+-0.172228 O        b'-1:lemma:from'
+-0.175329 O        b'lemma:e.'
+-0.178475 O        b'-1:lemma:30'
+-0.179463 O        b'-1:lemma:0.1'
+-0.182901 OD       b'postag:JJ'
+-0.185549 Med      b'postag:CD'
+-0.192111 Air      b'postag:CD'
+-0.211750 Supp     b'-1:postag:NN'
+-0.223595 O        b'lemma:co2'
+-0.226618 Gtype    b'postag:CD'
+-0.231536 Med      b'-1:postag:NN'
+-0.234723 O        b'lemma:30'
+-0.248832 O        b'lemma:aerobically'
+-0.249281 Agit     b'postag:NN'
+-0.250953 O        b'lemma:n2'
+-0.270863 O        b'+1:lemma:phase'
+-0.306219 Strain   b'+1:postag:NN'
+-0.308359 O        b'-1:lemma:od600'
+-0.323236 O        b'+1:postag:IN'
+-0.329990 O        b'lemma:anaerobic'
+-0.339291 O        b'lemma:od600'
+-0.345297 O        b'+1:lemma:.'
+-0.345297 O        b'+1:postag:.'
+-0.345455 Med      b'+1:postag:IN'
+-0.346323 O        b'-1:lemma:rifampicin'
+-0.350930 Air      b'-1:lemma:or'
+-0.351942 O        b'-1:lemma:cra'
+-0.357748 Gtype    b'lemma:delta'
+-0.359268 O        b'lemma:phase'
+-0.360855 O        b'-1:lemma:~'
+-0.363783 O        b'postag:RB'
+-0.363829 OD       b'+1:lemma:and'
+-0.388025 Supp     b'+1:postag:VBN'
+-0.399712 O        b'+1:lemma:until'
+-0.413829 O        b'+1:postag:NNS'
+-0.416759 OD       b'+1:postag:CC'
+-0.419943 O        b'-1:lemma:ml'
+-0.423733 O        b'+1:postag:-RRB-'
+-0.431094 O        b'-1:lemma:grow'
+-0.438662 O        b'lemma:150'
+-0.438662 O        b'+1:lemma:mg/ml'
+-0.438787 O        b'+1:lemma:0.3'
+-0.450796 Temp     b'postag:JJ'
+-0.452037 O        b'lemma:\xce\xb4fur'
+-0.453882 Air      b'-1:postag:JJ'
+-0.460132 O        b'+1:lemma:arginine'
+-0.520629 O        b'postag:VBP'
+-0.525807 O        b'-1:lemma:0.2'
+-0.531833 O        b'lemma:dissolve'
+-0.544854 Phase    b'-1:postag:NN'
+-0.548102 Anti     b'+1:lemma:anti-fur'
+-0.553501 O        b'lemma:0.3'
+-0.554123 Technique b'-1:postag::'
+-0.564730 O        b'+1:lemma:%'
+-0.566274 O        b'-1:lemma:mid-log'
+-0.595934 O        b'+1:lemma:cell'
+-0.624651 O        b'+1:lemma:c'
+-0.627312 Temp     b'+1:lemma:to'
+-0.627312 Temp     b'+1:postag:TO'
+-0.629337 Med      b'+1:postag:NN'
+-0.634742 O        b'+1:lemma:_'
+-0.635820 O        b'lemma:dpd'
+-0.688829 OD       b'lemma:-lrb-'
+-0.690594 OD       b'+1:postag:NN'
+-0.702445 O        b'lemma:20'
+-0.763984 OD       b'postag:-LRB-'
+-0.768100 O        b'lemma:media'
+-0.778612 Gversion b'+1:postag:NN'
+-0.780471 O        b'lemma:anaerobically'
+-0.786127 O        b'-1:postag:VBG'
+-0.824784 Med      b'-1:postag:IN'
+-0.845775 Supp     b'+1:lemma:acetate'
+-0.846041 O        b'-1:lemma:co2'
+-0.852351 pH       b'postag:NN'
+-0.867978 O        b'+1:lemma:fecl2'
+-0.888618 Supp     b'+1:lemma:rifampicin'
+-0.923659 Supp     b'postag:CC'
+-0.924869 O        b'lemma:of'
+-0.956241 Temp     b'postag:NN'
+-0.991767 O        b'-1:lemma:sample'
+-1.051712 O        b'-1:lemma:dissolve'
+-1.051712 O        b'+1:lemma:methanol'
+-1.119586 O        b'+1:lemma:+'
+-1.132902 O        b'-1:lemma:37'
+-1.140977 Phase    b'-1:postag:JJ'
+-1.157470 O        b'lemma:fecl2'
+-1.187930 O        b'lemma:0.2'
+-1.196177 O        b'+1:lemma:supplement'
+-1.198543 O        b'lemma:2h'
+-1.198543 O        b'-1:lemma:additional'
+-1.211522 O        b'+1:lemma:g/l'
+-1.224455 O        b'+1:lemma:at'
+-1.233557 O        b'-1:lemma:rpob'
+-1.246376 O        b'lemma:0.1'
+-1.265258 O        b'-1:postag::'
+-1.266857 O        b'lemma:37'
+-1.276968 Air      b'+1:postag:JJ'
+-1.367143 O        b'+1:postag:VBG'
+-1.372161 O        b'lemma:rifampicin'
+-1.380156 O        b'lemma:mid-log'
+-1.408891 O        b'+1:lemma:hour'
+-1.503066 O        b'lemma:wt'
+-1.654992 Anti     b'postag:NNP'
+-1.656418 Supp     b'-1:lemma:%'
+-1.743144 Phase    b'postag:JJ'
+-1.805708 O        b'-1:lemma:ompr'
+-1.821985 O        b'+1:lemma:in'
+-1.835729 O        b'-1:lemma:nsrr'
+-1.914064 O        b'lemma:methanol'
+-1.942273 O        b'-1:lemma:IP'
+-2.145235 Air      b'postag:NN'
+-2.312190 O        b'-1:lemma:2'
+-2.393207 Supp     b'postag:JJ'
+-2.809437 O        b'+1:lemma:2'
+-3.166822 O        b'+1:lemma:1'
+-3.568530 O        b'-1:lemma:_'
+-3.975976 O        b'-1:lemma::'
+

 ********** TRAINING AND TESTING REPORT **********
 Training file: training-data-set-70_v4.txt
 
-best params:{'c1': 0.01750591736573677, 'c2': 0.02307723566043045}
-best CV score:0.7965019925648547
-model size: 0.10M
+best params:{'c1': 0.3584617458365783, 'c2': 0.005702731733010388}
+best CV score:0.7892724734479645
+model size: 0.05M
 
-Flat F1: 0.7968324300802168
+Flat F1: 0.7770000497122165
              precision    recall  f1-score   support
 
          OD      1.000     0.405     0.577        37
          pH      1.000     1.000     1.000        12
   Technique      0.952     0.909     0.930        22
-        Med      0.897     0.912     0.904        57
+        Med      0.800     0.842     0.821        57
        Temp      0.818     1.000     0.900        18
        Vess      0.000     0.000     0.000         0
        Agit      0.000     0.000     0.000         0
-      Phase      1.000     0.947     0.973        19
-        Air      0.754     0.742     0.748        62
-       Anti      1.000     0.667     0.800         9
+      Phase      1.000     0.895     0.944        19
+        Air      0.780     0.742     0.760        62
+       Anti      0.500     0.444     0.471         9
      Strain      1.000     1.000     1.000         1
-      Gtype      0.862     0.764     0.810       106
+      Gtype      0.828     0.774     0.800       106
   Substrain      0.000     0.000     0.000         1
-       Supp      0.865     0.662     0.750       136
+       Supp      0.803     0.691     0.743       136
    Gversion      0.000     0.000     0.000         0
 
-avg / total      0.876     0.748     0.797       480
+avg / total      0.834     0.744     0.777       480
 
 
 Top likely transitions:
-OD     -> OD      5.786764
-Agit   -> Agit    5.337876
-Anti   -> Anti    5.174874
-Temp   -> Temp    5.088685
-Med    -> Med     5.002944
-Air    -> Air     4.877267
-O      -> O       4.715817
-Gversion -> Gversion 4.473906
-Phase  -> Phase   4.357763
-Gtype  -> Gtype   4.242273
-Supp   -> Supp    4.009897
-Technique -> Technique 3.021233
-pH     -> pH      2.548336
-Substrain -> Gtype   1.971828
-O      -> Supp    1.641966
-Gtype  -> Supp    1.637091
-Air    -> O       1.145928
-O      -> Gtype   1.141727
-Technique -> Air     1.068808
-Gtype  -> pH      0.990954
-O      -> Technique 0.980217
-O      -> Temp    0.771371
-O      -> Anti    0.605031
-Gtype  -> Air     0.434959
-Med    -> O       0.223888
-O      -> Strain  0.200811
-O      -> pH      0.175383
-O      -> Gversion 0.140227
-OD     -> Phase   0.052262
-O      -> Vess    0.045108
-Temp   -> O       0.034423
-Phase  -> O       0.018387
-Strain -> O       -0.000112
-Anti   -> pH      -0.000851
-Strain -> OD      -0.002202
-O      -> Substrain -0.003970
-Technique -> Phase   -0.027678
-Med    -> pH      -0.028490
-Anti   -> Phase   -0.030227
-Gtype  -> Strain  -0.031833
-pH     -> OD      -0.041636
-Air    -> Anti    -0.042531
-OD     -> pH      -0.045135
-pH     -> Air     -0.051415
-Anti   -> O       -0.054882
-Med    -> OD      -0.055592
-O      -> Med     -0.064478
-Med    -> Temp    -0.070415
-Phase  -> Air     -0.071257
-Supp   -> Agit    -0.072692
+OD     -> OD      6.207517
+Agit   -> Agit    6.144930
+Med    -> Med     5.284052
+Anti   -> Anti    5.278606
+Temp   -> Temp    5.208476
+Air    -> Air     4.805077
+O      -> O       4.440768
+Gtype  -> Gtype   4.358978
+Gversion -> Gversion 4.158001
+Phase  -> Phase   4.098995
+Technique -> Technique 4.090708
+Supp   -> Supp    4.012852
+O      -> Supp    2.068480
+Gtype  -> Supp    1.861974
+pH     -> pH      1.651755
+O      -> Technique 1.423652
+Air    -> O       1.413050
+O      -> Gtype   1.235571
+O      -> Anti    1.042265
+Substrain -> Gtype   0.832252
+Med    -> O       0.806110
+O      -> Temp    0.755910
+Temp   -> O       0.540542
+Technique -> Air     0.454746
+O      -> Gversion 0.402020
+Supp   -> O       0.347334
+O      -> Med     0.334881
+OD     -> Phase   0.330860
+Phase  -> O       0.243437
+Gtype  -> pH      0.053400
+O      -> OD      0.004380
+O      -> Phase   0.002932
+Technique -> O       -0.000992
+Gtype  -> Med     -0.027797
+Supp   -> Air     -0.028399
+Gtype  -> O       -0.156530
+OD     -> O       -0.230762
+O      -> Air     -0.339608
+Gtype  -> OD      -0.384678
+Agit   -> O       -0.523470
+Supp   -> Med     -0.770936
+Med    -> Supp    -0.862383
+Phase  -> OD      -0.954560
+Substrain -> O       -1.080979
 
 
 Top unlikely transitions:
-O      -> Agit    -0.317813
-Gversion -> Gtype   -0.346160
-Anti   -> Gtype   -0.379001
-Gversion -> Supp    -0.395995
-Technique -> O       -0.407315
-Technique -> Gversion -0.411287
-Air    -> Gtype   -0.414228
-Gversion -> Technique -0.423101
-Supp   -> pH      -0.449062
-Air    -> Temp    -0.454318
-OD     -> Temp    -0.462022
-OD     -> Technique -0.528407
-Gtype  -> Phase   -0.537062
-OD     -> Anti    -0.541206
-Gversion -> Air     -0.555674
-Supp   -> Temp    -0.581411
-Supp   -> Phase   -0.581776
-Technique -> Supp    -0.590399
-Gtype  -> Technique -0.620634
-OD     -> Supp    -0.644073
-Med    -> Air     -0.679744
-Temp   -> Med     -0.687449
-OD     -> Med     -0.717084
-Anti   -> OD      -0.770834
-Supp   -> Anti    -0.804922
-Air    -> Supp    -0.806945
-Gtype  -> Gversion -0.811241
-Supp   -> OD      -0.862585
-Supp   -> Gversion -0.867304
-Phase  -> Technique -0.873833
-Agit   -> O       -0.910378
-Air    -> Med     -0.936107
-Gtype  -> Med     -0.971156
-Supp   -> Technique -0.979631
-Supp   -> Gtype   -0.998503
-OD     -> Gtype   -1.001151
-Supp   -> Air     -1.002273
-Gtype  -> Anti    -1.098941
-OD     -> Air     -1.189877
-O      -> Air     -1.194520
-OD     -> O       -1.238899
-Air    -> OD      -1.240827
-Gtype  -> OD      -1.288759
-Substrain -> O       -1.351729
-Technique -> pH      -1.436208
-Technique -> Gtype   -1.565301
-Supp   -> Med     -1.571460
-Technique -> OD      -1.655463
-Med    -> Supp    -1.791934
-Phase  -> OD      -2.395487
+OD     -> OD      6.207517
+Agit   -> Agit    6.144930
+Med    -> Med     5.284052
+Anti   -> Anti    5.278606
+Temp   -> Temp    5.208476
+Air    -> Air     4.805077
+O      -> O       4.440768
+Gtype  -> Gtype   4.358978
+Gversion -> Gversion 4.158001
+Phase  -> Phase   4.098995
+Technique -> Technique 4.090708
+Supp   -> Supp    4.012852
+O      -> Supp    2.068480
+Gtype  -> Supp    1.861974
+pH     -> pH      1.651755
+O      -> Technique 1.423652
+Air    -> O       1.413050
+O      -> Gtype   1.235571
+O      -> Anti    1.042265
+Substrain -> Gtype   0.832252
+Med    -> O       0.806110
+O      -> Temp    0.755910
+Temp   -> O       0.540542
+Technique -> Air     0.454746
+O      -> Gversion 0.402020
+Supp   -> O       0.347334
+O      -> Med     0.334881
+OD     -> Phase   0.330860
+Phase  -> O       0.243437
+Gtype  -> pH      0.053400
+O      -> OD      0.004380
+O      -> Phase   0.002932
+Technique -> O       -0.000992
+Gtype  -> Med     -0.027797
+Supp   -> Air     -0.028399
+Gtype  -> O       -0.156530
+OD     -> O       -0.230762
+O      -> Air     -0.339608
+Gtype  -> OD      -0.384678
+Agit   -> O       -0.523470
+Supp   -> Med     -0.770936
+Med    -> Supp    -0.862383
+Phase  -> OD      -0.954560
+Substrain -> O       -1.080979
 
 
 Top positive:
-7.777505 O        b'lemma:_'
-6.605877 O        b'lemma:1'
-5.933184 Phase    b'lemma:stationary'
-5.921751 Air      b'lemma:anaerobic'
-5.663542 Supp     b'lemma:Iron'
-5.628841 O        b'lemma:2'
-5.570604 Strain   b'lemma:k-12'
-5.357728 Air      b'lemma:aerobic'
-5.308359 Technique b'lemma:chipseq'
-5.243195 Technique b'lemma:ChIP-exo'
-5.146328 O        b'lemma:3'
-5.113544 O        b'lemma:rpob'
-4.972436 Supp     b'lemma:pq'
-4.736752 O        b'-1:lemma:tag'
-4.683084 Gtype    b'lemma:\xce\xb4cra'
-4.682011 Phase    b'lemma:mid-log'
-4.676054 Gversion b'lemma:asm584v2'
-4.661754 Supp     b'lemma:nh4cl'
-4.645082 Gtype    b'lemma:flag-tag'
-4.645082 Gtype    b'-1:lemma:c-terminal'
-4.640572 O        b'lemma:rep1'
-4.613649 O        b'lemma:Cra'
-4.546591 Gtype    b'lemma:arca8myc'
-4.537870 O        b'postag:IN'
-4.531129 Supp     b'lemma:glucose'
-4.528260 Air      b'-1:lemma:ChIP-Seq'
-4.460701 O        b'lemma:rep2'
-4.331423 Med      b'lemma:MOPS'
-4.320826 Gtype    b'lemma:wt'
-4.314650 Supp     b'lemma:nitrate'
-4.296372 O        b'lemma:rep3'
-4.285293 Substrain b'lemma:mg1655'
-4.240354 Supp     b'lemma:acetate'
-4.111263 Med      b'lemma:lb'
-4.087796 Gtype    b'lemma:delta-arca'
-4.036491 O        b'+1:postag:RB'
-4.022073 Supp     b'+1:lemma:\xc2\xb5m'
-4.010145 O        b'lemma:b'
-4.010092 Supp     b'lemma:no3'
-3.996538 Med      b'lemma:LB'
-3.996393 Gtype    b'-1:lemma:\xe2\x88\x86'
-3.982442 Technique b'lemma:rna-seq'
-3.957894 Air      b'lemma:Aerobic'
-3.935017 O        b'lemma:a'
-3.803123 OD       b'lemma:od600'
-3.801977 Anti     b'lemma:none'
-3.786775 Gtype    b'lemma:fnr8myc'
-3.769938 O        b'lemma:.'
-3.769938 O        b'postag:.'
-3.769927 Supp     b'lemma:Fe'
-3.764066 Technique b'lemma:chip-seq'
-3.735366 O        b'postag::'
-3.685306 O        b'lemma:CEL'
-3.645917 O        b'lemma:\xcf\x8332'
-3.642265 O        b'-1:lemma:Aerobic'
-3.634484 Anti     b'lemma:seqa'
-3.544891 Technique b'lemma:rnaseq'
-3.525311 Supp     b'+1:lemma:Deficient'
-3.521610 OD       b'lemma:od450'
-3.519361 O        b'-1:lemma:ChIP-exo'
-3.516252 O        b'lemma:Custom'
-3.464219 O        b'postag:VBN'
-3.463491 Supp     b'+1:lemma:1'
-3.450572 Supp     b'lemma:rifampicin'
-3.427503 Med      b'+1:lemma:0.4'
-3.379916 Gtype    b'lemma:delta-fnr'
-3.378105 Supp     b'-1:lemma:Cra'
-3.351155 Gtype    b'lemma:\xe2\x88\x86'
-3.343450 Gversion b'lemma:chip-seq'
-3.314924 Supp     b'lemma:fructose'
-3.282214 Supp     b'lemma:dpd'
-3.262950 Gtype    b'+1:lemma:with'
-3.253726 O        b'lemma:-'
-3.214173 O        b'+1:lemma:od600'
-3.187644 O        b'-1:lemma:0.3-0.35'
-3.182055 Gtype    b'lemma:type'
-3.172972 Supp     b'lemma:arginine'
-3.120594 Gtype    b'lemma:\xce\xb4fur'
-3.117794 Gversion b'lemma:nc'
-3.109528 O        b'-1:lemma:glucose'
-3.081979 O        b'+1:lemma:anti-fur'
-3.077641 Gtype    b'+1:lemma:type'
-3.064731 Supp     b'+1:lemma:2'
-3.053268 Vess     b'lemma:flask'
-3.053268 Vess     b'-1:lemma:warm'
-3.046425 O        b'-1:lemma:anaerobic'
-3.038756 pH       b'lemma:ph5'
-3.038756 pH       b'+1:lemma:.5'
-3.027884 Med      b'lemma:m63'
-3.018439 Gtype    b'lemma:wild-type'
-3.002251 O        b'lemma:chip-arca'
-3.002149 Anti     b'lemma:anti-myc'
-3.001018 Gtype    b'lemma:nsrr'
-3.000941 O        b'lemma:affyexp'
-3.000850 Air      b'postag:RB'
-2.987234 O        b'-1:lemma:lb'
-2.981372 Strain   b'+1:lemma:substr'
-2.977968 O        b'lemma:with'
-2.970913 O        b'lemma:s'
-2.954955 O        b'lemma:oxyr'
-2.919696 Technique b'lemma:ChIP-Seq'
-2.911598 Gtype    b'lemma:WT'
-2.907151 Temp     b'lemma:\xc2\xb0c'
-2.882096 Gtype    b'lemma:\xce\xb4soxs'
-2.828303 O        b'-1:lemma:stpa'
-2.815555 O        b'lemma:argr'
-2.805344 Med      b'+1:lemma:minimal'
-2.776817 Gversion b'lemma:.2'
-2.776817 Gversion b'-1:lemma:u00096'
-2.765075 O        b'lemma:at'
-2.753642 Supp     b'-1:lemma:+'
-2.743827 Med      b'+1:lemma:2.0'
-2.731390 O        b'lemma:ompr'
-2.715846 O        b'+1:lemma:pq'
-2.713993 Gversion b'lemma:u00096'
-2.713993 Gversion b'+1:lemma:.2'
-2.703704 Air      b'lemma:Anaerobic'
-2.702255 Gtype    b'lemma:\xce\xb4ompr'
-2.686740 Supp     b'+1:lemma:_'
-2.677806 Gtype    b'-1:lemma:ptac'
-2.662879 Phase    b'+1:lemma:for'
-2.660845 O        b'lemma:purr'
-2.633400 Gversion b'-1:lemma:nc'
-2.610705 Med      b'-1:lemma:ml'
-2.610364 Supp     b'lemma:nacl'
-2.598932 Technique b'-1:lemma:IP'
-2.587524 O        b'lemma:or'
-2.572768 Supp     b'lemma:Leu'
-2.557048 Gversion b'lemma:000913'
-2.535138 Gtype    b'+1:lemma:flagtag'
-2.529124 O        b'postag:CC'
-2.528151 Gtype    b'+1:lemma:pq'
-2.519454 OD       b'+1:lemma:stationary'
-2.517078 Gtype    b'+1:lemma:aerobic'
-2.508910 O        b'lemma:Lrp'
-2.508428 Gtype    b'-1:lemma:rpob'
-2.502749 Temp     b'lemma:43'
-2.501837 Air      b'lemma:anaerobically'
-2.500161 Gtype    b'lemma:ptac'
-2.489806 O        b'+1:lemma:o.d.'
-2.489002 O        b'-1:lemma:type'
-2.486890 Gtype    b'lemma:pk4854'
-2.485914 O        b'lemma:for'
-2.480050 O        b'postag:SYM'
-2.476780 Supp     b'+1:lemma:hour'
-2.458558 Air      b'-1:lemma:-'
-2.455765 Anti     b'lemma:anti-rpos'
-2.449385 Supp     b'lemma:Adenine'
-2.445239 O        b'lemma:Fur'
-2.444393 O        b'lemma:soxs'
-2.444393 O        b'lemma:soxr'
-2.434249 Temp     b'-1:lemma:37'
-2.428845 Gtype    b'lemma:deltaseqa'
-2.428845 Gtype    b'-1:lemma:old'
-2.414384 Anti     b'+1:lemma:antibody'
-2.405965 O        b'lemma:2-3'
-2.403476 Temp     b'-1:lemma:43'
-2.394168 Air      b'lemma:anerobically'
-2.391084 Substrain b'+1:lemma:phtpg'
-2.390362 O        b'+1:lemma:chip-seq'
-2.364093 O        b'lemma:chip'
-2.344688 pH       b'+1:postag:CD'
-2.333775 Med      b'postag:NNP'
-2.308157 Supp     b'lemma:iptg'
-2.301961 O        b'+1:lemma:43'
-2.296886 Gtype    b'lemma:\xce\xb4oxyr'
-2.293633 O        b'lemma:chip-fnr'
-2.288275 Med      b'+1:lemma:+'
-2.287838 Technique b'-1:lemma:input'
-2.284745 Gtype    b'+1:lemma:ph5'
-2.282924 O        b'+1:lemma:sparging'
-2.273731 Technique b'+1:lemma:chip-exo'
-2.256890 Gtype    b'lemma:\xce\xb4soxr'
-2.248969 O        b'lemma:pt7'
-2.247412 Gtype    b'lemma:dfnr'
-2.234348 Technique b'-1:lemma:chip-exo'
-2.225915 O        b'+1:lemma:mid-log'
-2.218353 Supp     b'+1:lemma:deficient'
-2.214682 Phase    b'lemma:phase'
-2.209324 Phase    b'-1:lemma:until'
-2.209232 Supp     b'lemma:methanol'
-2.187036 Technique b'postag:NNP'
-2.159413 Temp     b'-1:lemma:sample'
-2.151326 Gtype    b'-1:lemma:nsrr'
-2.149028 Supp     b'lemma:20'
-2.143459 pH       b'lemma:.5'
-2.143459 pH       b'-1:lemma:ph5'
-2.130382 Supp     b'-1:lemma:with'
-2.124595 Phase    b'-1:lemma:mid-log'
-2.122806 Gversion b'+1:lemma:000913'
-2.119158 Temp     b'+1:lemma:\xc2\xb0c'
-2.116827 O        b'lemma:genotype/variation'
-2.111971 Gtype    b'-1:lemma:from'
-2.099395 Gversion b'lemma:_'
-2.093842 O        b'postag:VBG'
-2.087024 Gtype    b'-1:lemma::'
-2.084864 Med      b'+1:lemma:-lrb-'
-2.083399 Med      b'lemma:broth'
-2.083399 Med      b'-1:lemma:L'
-2.080517 Med      b'lemma:L'
+8.207743 Supp     b'lemma:Iron'
+8.126913 O        b'lemma:_'
+7.668488 Air      b'lemma:anaerobic'
+7.430711 Air      b'lemma:aerobic'
+7.087261 O        b'lemma:1'
+6.741673 Technique b'lemma:ChIP-exo'
+6.330636 Supp     b'lemma:nitrate'
+6.316340 Strain   b'lemma:k-12'
+6.184951 Air      b'-1:lemma:ChIP-Seq'
+6.044256 Substrain b'lemma:mg1655'
+6.022814 O        b'lemma:2'
+5.884584 O        b'lemma:rpob'
+5.829789 Phase    b'lemma:stationary'
+5.778215 O        b'lemma:3'
+5.775900 Med      b'lemma:MOPS'
+5.472627 Technique b'lemma:chipseq'
+5.452821 Gtype    b'lemma:type'
+5.385754 Gversion b'lemma:nc'
+5.283474 Technique b'lemma:ChIP-Seq'
+5.207906 Gversion b'lemma:asm584v2'
+5.127213 Phase    b'lemma:mid-log'
+5.064325 O        b'postag:IN'
+5.025536 O        b'-1:lemma:ChIP-exo'
+5.020720 O        b'lemma:Custom'
+4.808679 Supp     b'lemma:pq'
+4.770459 O        b'lemma:\xcf\x8332'
+4.677547 O        b'lemma:b'
+4.677327 Air      b'lemma:Aerobic'
+4.623206 Gtype    b'lemma:\xce\xb4cra'
+4.570334 OD       b'lemma:od600'
+4.480021 O        b'lemma:rep1'
+4.422817 Supp     b'lemma:nh4cl'
+4.411192 Supp     b'+1:lemma:\xc2\xb5m'
+4.371069 Med      b'lemma:LB'
+4.342307 O        b'lemma:a'
+4.339830 Gtype    b'lemma:flag-tag'
+4.339830 Gtype    b'-1:lemma:c-terminal'
+4.307469 O        b'-1:lemma:tag'
+4.290727 Gtype    b'+1:lemma:type'
+4.284775 Med      b'lemma:lb'
+4.262695 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.262594 Temp     b'-1:lemma:sample'
+4.220453 O        b'lemma:rep2'
+4.087831 O        b'postag::'
+4.058385 Gversion b'-1:lemma:nc'
+4.009221 O        b'lemma:rep3'
+3.965243 Gtype    b'lemma:arca8myc'
+3.958883 Supp     b'lemma:glucose'
+3.925260 Technique b'lemma:rna-seq'
+3.899283 O        b'lemma:Cra'
+3.849955 OD       b'lemma:od450'
+3.714897 Gtype    b'lemma:delta-arca'
+3.673709 Gtype    b'lemma:wt'
+3.659796 Technique b'lemma:chip-seq'
+3.528015 Gtype    b'lemma:fnr8myc'
+3.489859 O        b'+1:lemma:od600'
+3.484744 Supp     b'lemma:Fe'
+3.480788 Gtype    b'lemma:nsrr'
+3.465328 O        b'lemma:.'
+3.465328 O        b'postag:.'
+3.447372 O        b'-1:lemma:type'
+3.439488 Supp     b'lemma:acetate'
+3.385749 Anti     b'+1:lemma:antibody'
+3.365979 Gtype    b'lemma:\xe2\x88\x86'
+3.364067 Vess     b'lemma:flask'
+3.364067 Vess     b'-1:lemma:warm'
+3.286848 Supp     b'lemma:no3'
+3.283119 O        b'-1:lemma:Aerobic'
+3.269163 Supp     b'lemma:arginine'
+3.232797 Technique b'lemma:rnaseq'
+3.230473 O        b'postag:VBN'
+3.182859 Supp     b'lemma:fructose'
+3.165112 Med      b'+1:lemma:0.4'
+3.163288 O        b'lemma:-'
+3.124487 Supp     b'lemma:dpd'
+3.038568 Air      b'postag:RB'
+3.018509 Gtype    b'lemma:\xce\xb4fur'
+3.008077 Supp     b'lemma:rifampicin'
+3.002475 Gtype    b'-1:lemma:rpob'
+3.000763 Gtype    b'lemma:delta-fnr'
+2.976036 pH       b'lemma:ph5'
+2.976036 pH       b'+1:lemma:.5'
+2.958886 Anti     b'lemma:none'
+2.909966 Temp     b'-1:lemma:\xcf\x8332'
+2.844862 Gtype    b'+1:lemma:flagtag'
+2.832159 O        b'postag:CC'
+2.773852 Supp     b'+1:lemma:1'
+2.760087 O        b'-1:lemma:glucose'
+2.714759 Gversion b'lemma:u00096'
+2.714759 Gversion b'+1:lemma:.2'
+2.713598 O        b'lemma:chip'
+2.709955 Temp     b'lemma:\xc2\xb0c'
+2.688829 Gversion b'lemma:000913'
+2.679944 Anti     b'lemma:seqa'
+2.679837 Gtype    b'+1:lemma:ph5'
+2.659927 O        b'-1:lemma:anaerobic'
+2.645999 Gtype    b'+1:lemma:with'
+2.632697 O        b'-1:lemma:0.3-0.35'
+2.615260 OD       b'+1:lemma:stationary'
+2.610232 Gtype    b'+1:lemma:pq'
+2.600969 O        b'lemma:CEL'
+2.583139 Supp     b'+1:lemma:2'
+2.577577 Med      b'+1:lemma:minimal'
+2.529370 Med      b'lemma:m63'
+2.523009 Strain   b'+1:lemma:substr'
+2.501031 Gtype    b'-1:lemma:ptac'
+2.491778 Technique b'-1:lemma:IP'
+2.481774 Gversion b'lemma:chip-seq'
+2.430079 Gtype    b'lemma:wild-type'
+2.409612 Supp     b'-1:lemma:\xc2\xb5m'
+2.407221 Temp     b'-1:lemma:37'
+2.376179 Supp     b'-1:lemma:+'
+2.370422 O        b'postag:DT'
+2.364816 O        b'lemma:s'
+2.361663 pH       b'lemma:.5'
+2.361663 pH       b'-1:lemma:ph5'
+2.337980 Gversion b'lemma:.2'
+2.337980 Gversion b'-1:lemma:u00096'
+2.298988 Anti     b'lemma:anti-rpos'
+2.276207 O        b'+1:postag:NNP'
+2.273430 Temp     b'-1:lemma:43'
+2.257383 Supp     b'-1:lemma:Cra'
+2.255470 O        b'+1:lemma:pq'
+2.250731 Anti     b'lemma:anti-myc'
+2.208950 Technique b'-1:lemma:chip-exo'
+2.195872 O        b'lemma:or'
+2.186698 Supp     b'lemma:of'
+2.185972 Temp     b'-1:lemma:30'
+2.185682 O        b'+1:lemma:chip-seq'
+2.166108 Technique b'+1:lemma:chip-exo'
+2.160343 Supp     b'lemma:iptg'
+2.149961 O        b'lemma:with'
+2.149623 O        b'-1:lemma:lb'
+2.147543 Supp     b'lemma:nacl'
+2.136781 O        b'postag:VBG'
+2.134337 O        b'+1:postag:RB'
+2.118014 O        b'-1:lemma:l1'
+2.103907 Med      b'+1:lemma:2.0'
+2.053399 Med      b'lemma:L'
+2.053399 Med      b'+1:lemma:broth'
+2.047116 Air      b'-1:lemma:-'
+2.037292 OD       b'lemma:0.3'
+2.025848 Supp     b'lemma:20'
+2.016272 O        b'lemma:culture'
+2.002299 O        b'lemma:affyexp'
+1.995623 Med      b'lemma:media'
+1.991975 Med      b'+1:lemma:g/l'
+1.991131 Supp     b'-1:lemma:with'
+1.944808 Gtype    b'lemma:\xce\xb4ompr'
+1.919423 O        b'+1:lemma:sparging'
+1.902878 Phase    b'-1:lemma:mid-log'
+1.879469 O        b'-1:lemma:0.3'
+1.876614 Med      b'-1:lemma:glucose'
+1.873867 Phase    b'lemma:exponentially'
+1.862283 Supp     b'+1:lemma:_'
+1.850019 O        b'lemma:genotype/variation'
+1.840505 Air      b'lemma:anaerobically'
+1.834219 Supp     b'lemma:Leu'
+1.824637 Gversion b'postag:CD'
+1.808661 Technique b'-1:lemma:1'
+1.807281 Med      b'+1:lemma:supplement'
+1.791313 Gtype    b'lemma:\xce\xb4soxs'
+1.787667 O        b'lemma:oxyr'
+1.777332 Temp     b'lemma:43'
+1.758917 OD       b'+1:lemma:phase'
+1.745787 Gtype    b'lemma:pk4854'
+1.741695 pH       b'+1:postag:CD'
+1.718033 O        b'lemma:at'
+1.697274 Gtype    b'lemma:ptac'
+1.696614 Temp     b'+1:lemma:\xc2\xb0c'
+1.693293 Gtype    b'-1:lemma:_'
+1.690544 O        b'lemma:Fur'
+1.683055 Phase    b'+1:postag:NNS'
+1.671604 Technique b'-1:lemma:_'
+1.638397 O        b'+1:lemma:coli'
+1.637347 O        b'-1:lemma:\xc2\xb0c'
+1.637198 Gtype    b'+1:lemma:_'
+1.626675 O        b'lemma:condition'
+1.625147 O        b'lemma:ompr'
+1.620349 O        b'-1:lemma:dpd'
+1.606845 Gtype    b'postag:-RRB-'
+1.599013 O        b'+1:lemma:condition'
+1.593871 O        b'-1:lemma:media'
+1.586989 Gtype    b'lemma:deltaseqa'
+1.586989 Gtype    b'-1:lemma:old'
+1.581118 Gtype    b'+1:postag::'
+1.574655 Supp     b'lemma:2h'
+1.574655 Supp     b'-1:lemma:additional'
+1.572066 Supp     b'lemma:Adenine'
+1.555644 Supp     b'lemma:0.2'
+1.553939 Med      b'lemma:glucose'
+1.551370 Air      b'-1:lemma:co2'
+1.550089 O        b'-1:lemma:stpa'
+1.547031 Phase    b'-1:lemma:until'
+1.545602 O        b'lemma:escherichia'
+1.534407 Phase    b'+1:lemma:for'
+1.534111 O        b'lemma:to'
+1.534111 O        b'postag:TO'
+1.506351 Air      b'-1:postag:CD'
+1.505075 OD       b'-1:lemma:~'
 
 
 Top negative:
--0.116698 Gtype    b'-1:postag:NNP'
--0.117399 Med      b'-1:postag:NN'
--0.121920 Phase    b'-1:postag:NN'
--0.126158 O        b'-1:lemma:delta'
--0.126979 O        b'lemma:medium'
--0.136307 O        b'lemma:10'
--0.138994 O        b'+1:lemma:2.0'
--0.140939 O        b'-1:postag:IN'
--0.146352 OD       b'+1:lemma:in'
--0.147540 O        b'-1:lemma:iptg'
--0.148360 Gtype    b'lemma:ompr'
--0.148713 Supp     b'+1:lemma:glucose'
--0.150545 Gtype    b'-1:lemma:,'
--0.150545 Gtype    b'-1:postag:,'
--0.152555 O        b'+1:lemma:mm'
--0.154518 O        b'+1:lemma:5'
--0.161052 Air      b'postag:CD'
--0.161490 O        b'-1:lemma:purify'
--0.162601 O        b'+1:lemma:strain'
--0.164231 O        b'-1:lemma:with'
--0.165378 O        b'-1:lemma:minimal'
--0.167055 Air      b'-1:lemma:or'
--0.177695 O        b'+1:lemma:0.4'
--0.179481 Med      b'+1:postag:CC'
--0.192792 Gtype    b'+1:postag:NNS'
--0.194783 O        b'-1:lemma:-lrb-'
--0.199810 Gtype    b'-1:lemma:mg1655'
--0.202202 O        b'+1:lemma:antibody'
--0.204305 O        b'+1:lemma:mg1655'
--0.205357 O        b'+1:lemma:minimal'
--0.215743 O        b'+1:lemma:.'
--0.215743 O        b'+1:postag:.'
--0.224035 Supp     b'+1:postag:IN'
--0.226319 Technique b'-1:lemma::'
--0.228443 Supp     b'lemma:and'
--0.228851 O        b'lemma:e.'
--0.233559 Gtype    b'+1:lemma:cra'
--0.233930 O        b'lemma:8'
--0.236052 Gtype    b'+1:lemma:a'
--0.236429 O        b'lemma:n2'
--0.240273 O        b'-1:postag:-LRB-'
--0.243379 O        b'-1:lemma:e.'
--0.246913 O        b'-1:lemma:20'
--0.249761 O        b'-1:postag:VBP'
--0.250445 O        b'+1:lemma:from'
--0.253990 O        b'lemma:co2'
--0.257147 O        b'lemma:lb'
--0.262866 O        b'-1:lemma:grow'
--0.263101 O        b'-1:lemma:n2'
--0.266675 Med      b'postag:CD'
--0.267433 Med      b'+1:postag:NNS'
--0.271690 Med      b'lemma:-lrb-'
--0.272421 Med      b'postag:-LRB-'
--0.274354 Anti     b'+1:postag:JJ'
--0.275817 O        b'-1:lemma:fresh'
--0.276458 Gversion b'+1:postag:NN'
--0.284818 Gtype    b'+1:lemma:b'
--0.291947 O        b'+1:lemma:until'
--0.292980 O        b'lemma:minimal'
--0.294264 O        b'lemma:30'
--0.295523 O        b'-1:lemma:od600'
--0.299205 O        b'+1:lemma:b'
--0.302254 O        b'lemma:aerobically'
--0.310314 O        b'lemma:grow'
--0.331454 O        b'-1:lemma:0.1'
--0.331977 O        b'-1:postag:VBN'
--0.340682 O        b'+1:lemma:delta'
--0.346089 O        b'+1:lemma:-lcb-'
--0.347377 O        b'-1:lemma:um'
--0.347377 O        b'+1:lemma:paraquat'
--0.348080 O        b'+1:postag:-RRB-'
--0.348644 Gtype    b'postag:CD'
--0.350220 O        b'-1:lemma:chip-exo'
--0.353135 O        b'lemma:mg/ml'
--0.353135 O        b'-1:lemma:150'
--0.368298 O        b'-1:lemma:mm'
--0.368952 O        b'+1:lemma:phase'
--0.383392 Phase    b'-1:lemma:at'
--0.383608 Gtype    b'lemma:_'
--0.386439 O        b'+1:postag:IN'
--0.389536 O        b'lemma:glucose'
--0.397045 Supp     b'+1:postag:VBN'
--0.406129 O        b'postag:RB'
--0.417245 O        b'lemma:m63'
--0.417398 OD       b'+1:postag:CC'
--0.419368 Temp     b'postag:JJ'
--0.422874 O        b'+1:lemma:or'
--0.427973 O        b'+1:lemma:%'
--0.435206 O        b'+1:lemma:shake'
--0.441406 OD       b'+1:lemma:mid-log'
--0.442803 Med      b'+1:postag:NN'
--0.449476 O        b'lemma:nacl'
--0.461678 O        b'+1:lemma:_'
--0.466634 O        b'lemma:od600'
--0.469668 Technique b'-1:postag::'
--0.470685 O        b'-1:lemma:from'
--0.478610 Supp     b'postag:CC'
--0.495782 O        b'+1:lemma:dissolve'
--0.501976 Supp     b'-1:postag:VBG'
--0.521671 O        b'-1:lemma:rifampicin'
--0.527652 O        b'lemma:\xc2\xb0c'
--0.532074 O        b'-1:lemma:g/l'
--0.535235 O        b'-1:lemma:cra'
--0.535605 pH       b'postag:NN'
--0.540053 O        b'+1:lemma:cell'
--0.542400 O        b'-1:lemma:mid-log'
--0.554731 O        b'+1:lemma:Aerobic'
--0.557223 OD       b'+1:postag:NN'
--0.577398 Temp     b'-1:lemma:\xc2\xb0c'
--0.586593 O        b'+1:lemma:rep1'
--0.589048 O        b'-1:lemma:30'
--0.595835 Med      b'-1:postag:IN'
--0.598295 O        b'lemma:phase'
--0.599331 Supp     b'-1:lemma:%'
--0.612222 O        b'+1:lemma:\xc2\xb0c'
--0.624875 O        b'-1:lemma:affinity'
--0.636676 OD       b'lemma:-lrb-'
--0.643469 O        b'+1:postag:NNS'
--0.649099 Temp     b'postag:NN'
--0.649456 O        b'lemma:of'
--0.658905 Gtype    b'-1:postag:SYM'
--0.660226 OD       b'+1:lemma:and'
--0.660293 O        b'+1:lemma:c'
--0.672111 O        b'lemma:mg1655'
--0.675080 Gtype    b'lemma:delta'
--0.677816 O        b'lemma:dissolve'
--0.678428 Supp     b'+1:lemma:rifampicin'
--0.684724 O        b'-1:lemma:co2'
--0.686280 Gtype    b'-1:postag:DT'
--0.694863 O        b'-1:lemma:o2'
--0.722306 Gtype    b'+1:lemma:\xe2\x88\x86'
--0.732614 O        b'lemma:150'
--0.732614 O        b'+1:lemma:mg/ml'
--0.761599 OD       b'postag:-LRB-'
--0.772588 Temp     b'+1:lemma:to'
--0.772588 Temp     b'+1:postag:TO'
--0.781297 O        b'lemma:anaerobically'
--0.807083 O        b'+1:lemma:arginine'
--0.819715 O        b'-1:lemma:\xe2\x88\x86'
--0.823821 O        b'+1:lemma:0.3'
--0.836002 O        b'lemma:dpd'
--0.858798 O        b'+1:lemma:fecl2'
--0.878330 Med      b'+1:postag:IN'
--0.883801 O        b'-1:lemma:until'
--0.890383 O        b'lemma:purify'
--0.893680 Anti     b'+1:lemma:anti-fur'
--0.905649 O        b'lemma:anaerobic'
--0.919723 O        b'-1:lemma:0.2'
--0.932910 O        b'+1:lemma:300'
--0.948417 O        b'-1:lemma:ml'
--0.951682 O        b'-1:lemma:1'
--0.955382 Air      b'-1:postag:JJ'
--0.960497 O        b'lemma:\xe2\x88\x86'
--0.979778 O        b'-1:lemma:dissolve'
--0.979778 O        b'+1:lemma:methanol'
--0.985663 O        b'lemma:fecl2'
--0.995333 O        b'lemma:media'
--1.037234 Phase    b'-1:postag:JJ'
--1.042219 O        b'lemma:20'
--1.048118 O        b'lemma:k-12'
--1.067143 Supp     b'+1:lemma:acetate'
--1.079445 O        b'lemma:2h'
--1.079445 O        b'-1:lemma:additional'
--1.084169 O        b'+1:lemma:supplement'
--1.104220 O        b'lemma:0.1'
--1.125319 O        b'lemma:mid-log'
--1.136189 O        b'lemma:0.2'
--1.136814 O        b'-1:lemma:~'
--1.142555 O        b'lemma:0.3'
--1.163967 O        b'+1:lemma:at'
--1.165833 O        b'+1:lemma:in'
--1.233659 O        b'+1:postag:VBG'
--1.234566 OD       b'postag:JJ'
--1.251923 O        b'-1:postag:VBG'
--1.261321 Phase    b'postag:JJ'
--1.282079 O        b'+1:lemma:g/l'
--1.318236 O        b'lemma:\xce\xb4fur'
--1.394008 O        b'-1:lemma:ompr'
--1.417347 O        b'-1:lemma:sample'
--1.574030 O        b'lemma:37'
--1.604365 Supp     b'postag:JJ'
--1.624714 O        b'postag:VBP'
--1.649157 O        b'-1:postag::'
--1.654774 Air      b'postag:NN'
--1.662186 O        b'-1:lemma:rpob'
--1.692863 Air      b'+1:postag:JJ'
--1.720211 Anti     b'postag:NNP'
--1.810759 O        b'lemma:wt'
--1.845010 O        b'-1:lemma:37'
--1.856437 O        b'+1:lemma:+'
--1.877902 O        b'-1:lemma:IP'
--1.987331 O        b'-1:lemma:2'
--2.039453 O        b'lemma:methanol'
--2.059494 O        b'-1:lemma:nsrr'
--2.091546 O        b'+1:lemma:2'
--2.107679 O        b'lemma:rifampicin'
--2.361875 O        b'+1:lemma:hour'
--2.588783 O        b'+1:lemma:1'
--3.600862 O        b'-1:lemma:_'
--3.688282 O        b'-1:lemma::'
+0.092498 O        b'+1:postag:CD'
+0.092371 Anti     b'lemma:9e10'
+0.092371 Anti     b'+1:lemma:myc'
+0.092365 Agit     b'-1:lemma:at'
+0.088750 OD       b'postag:CD'
+0.084799 Agit     b'lemma:at'
+0.079600 Gtype    b'lemma:knock-out'
+0.079374 O        b'+1:lemma:rnase'
+0.077611 OD       b'-1:postag:CC'
+0.072829 Supp     b'+1:postag:IN'
+0.069820 Gtype    b'lemma:-rcb-'
+0.069801 Air      b'-1:lemma:5'
+0.066910 Supp     b'lemma:\xc2\xb5m'
+0.066375 O        b'-1:lemma:k-12'
+0.064827 O        b'+1:postag:FW'
+0.064097 O        b'+1:lemma:ml'
+0.062110 Gtype    b'-1:lemma:-lcb-'
+0.062110 Gtype    b'+1:lemma:-rcb-'
+0.058601 OD       b'postag:VBD'
+0.056775 O        b'-1:lemma:or'
+0.054708 Anti     b'-1:lemma:myc'
+0.054377 O        b'lemma:4'
+0.053900 Supp     b'+1:postag:RB'
+0.051178 O        b'+1:lemma:genbank'
+0.049268 OD       b'+1:postag:VBD'
+0.049094 Temp     b'+1:lemma:rep1'
+0.045714 Temp     b'-1:postag:VB'
+0.036759 O        b'-1:lemma:and'
+0.035785 Gtype    b'lemma:vector'
+0.034778 Gtype    b'+1:postag:JJ'
+0.032455 Air      b'lemma:n2'
+0.031453 O        b'+1:lemma:anaerobically'
+0.031113 Supp     b'lemma:1g/l'
+0.028939 Anti     b'-1:postag:JJ'
+0.025208 O        b'+1:postag:-LRB-'
+0.022522 Supp     b'lemma:feso4'
+0.019983 Anti     b'-1:postag:NNP'
+0.019451 O        b'lemma:short'
+0.017590 O        b'-1:postag:VBD'
+0.016416 OD       b'-1:postag:JJ'
+0.016240 Gtype    b'lemma:soxs-8myc'
+0.016240 Gtype    b'lemma:soxr-8myc'
+0.015907 Med      b'-1:lemma:in'
+0.010217 O        b'lemma:build'
+0.009692 Gtype    b'+1:lemma:strain'
+0.007708 O        b'-1:lemma:wp009'
+0.006568 Supp     b'+1:postag:CD'
+0.005939 Phase    b'postag:RB'
+0.005863 OD       b'-1:lemma:at'
+0.005806 O        b'+1:postag:JJ'
+0.005343 O        b'+1:lemma:_'
+0.005004 O        b'-1:lemma:genbank'
+0.004892 O        b'-1:lemma:for'
+0.004437 O        b'-1:postag:JJ'
+0.003005 O        b'-1:lemma:0.4'
+0.002748 Phase    b'+1:postag:RB'
+0.002320 O        b'+1:lemma:wt'
+0.002265 Temp     b'-1:postag:CD'
+0.001918 Gtype    b'-1:postag:-LRB-'
+0.001584 OD       b'+1:lemma:aerobically'
+0.001566 Gtype    b'lemma:cra'
+0.001535 O        b'lemma:and'
+0.001302 Anti     b'+1:lemma:tag'
+0.001258 Air      b'+1:lemma:-'
+0.000559 O        b'+1:lemma:for'
+0.000503 OD       b'-1:postag:VBN'
+0.000466 Temp     b'-1:postag:NNS'
+0.000335 O        b'-1:lemma:one'
+0.000284 O        b'lemma:acetate'
+0.000236 OD       b'+1:lemma:\xce\xb4soxr'
+0.000229 Anti     b'lemma:tag'
+0.000227 OD       b'-1:lemma:\xce\xb4oxyr'
+0.000204 OD       b'lemma:\xce\xb4soxr'
+0.000192 Phase    b'-1:lemma:to'
+0.000192 Phase    b'-1:postag:TO'
+0.000121 OD       b'postag:IN'
+0.000100 O        b'-1:lemma:genotype/variation'
+0.000080 Air      b'+1:postag::'
+0.000059 O        b'+1:lemma:to'
+0.000059 O        b'+1:postag:TO'
+-0.000037 Gtype    b'postag:CD'
+-0.000039 O        b'+1:lemma:rep1'
+-0.000061 O        b'-1:lemma:0.1'
+-0.000130 O        b'+1:lemma:phase'
+-0.000176 Agit     b'postag:NN'
+-0.000245 OD       b'postag:JJ'
+-0.000457 O        b'-1:lemma:1'
+-0.000503 Air      b'postag:CC'
+-0.000998 O        b'+1:lemma:aerobically'
+-0.001059 Air      b'-1:postag:-LRB-'
+-0.001093 Air      b'-1:lemma:-lrb-'
+-0.001565 Supp     b'+1:postag:VBN'
+-0.002159 O        b'+1:lemma:95'
+-0.002175 O        b'-1:lemma:,'
+-0.002175 O        b'-1:postag:,'
+-0.003091 Phase    b'-1:postag:NN'
+-0.003612 O        b'+1:lemma:300'
+-0.004687 O        b'lemma:grow'
+-0.005564 Phase    b'+1:postag:NN'
+-0.005730 O        b'-1:lemma:rpob'
+-0.005960 O        b'-1:lemma:0.2'
+-0.008901 OD       b'+1:postag:CD'
+-0.013960 Gtype    b'-1:postag:NN'
+-0.019448 Supp     b'-1:postag:NN'
+-0.021094 Supp     b'postag:CC'
+-0.021674 Air      b'+1:lemma:n2'
+-0.023055 Air      b'-1:postag:VBN'
+-0.029602 O        b'+1:lemma:c'
+-0.029927 Gtype    b'+1:lemma:-lrb-'
+-0.031078 Gtype    b'-1:postag:CD'
+-0.032455 Supp     b'+1:lemma:-rrb-'
+-0.043025 Med      b'postag:CD'
+-0.044063 Air      b'-1:lemma:n2'
+-0.051827 O        b'+1:lemma:5'
+-0.052288 Air      b'postag:CD'
+-0.053147 O        b'lemma:e.'
+-0.054046 O        b'-1:lemma:sample'
+-0.055910 Supp     b'+1:lemma:rifampicin'
+-0.073647 Anti     b'+1:postag:JJ'
+-0.076109 Phase    b'-1:lemma:at'
+-0.081733 OD       b'+1:postag:-LRB-'
+-0.092924 O        b'-1:postag:VBN'
+-0.093020 Supp     b'+1:postag:-RRB-'
+-0.100297 Med      b'+1:postag:IN'
+-0.133555 O        b'lemma:20'
+-0.147319 O        b'-1:lemma:of'
+-0.160013 O        b'+1:lemma:0.3'
+-0.162627 Gversion b'+1:postag:NN'
+-0.171877 Temp     b'postag:JJ'
+-0.175078 Supp     b'-1:lemma:%'
+-0.185069 Med      b'-1:postag:NN'
+-0.188392 pH       b'postag:NN'
+-0.188459 O        b'-1:lemma:-lrb-'
+-0.202621 O        b'+1:lemma:%'
+-0.230099 O        b'lemma:phase'
+-0.232998 O        b'+1:postag:NNS'
+-0.236077 O        b'+1:lemma:+'
+-0.253923 O        b'-1:lemma:from'
+-0.255483 Phase    b'postag:JJ'
+-0.274761 O        b'+1:lemma:.'
+-0.274761 O        b'+1:postag:.'
+-0.290238 O        b'+1:lemma:-rrb-'
+-0.300427 O        b'-1:postag:IN'
+-0.308229 O        b'-1:postag:-LRB-'
+-0.318766 O        b'lemma:anaerobically'
+-0.351102 Temp     b'postag:NN'
+-0.388853 O        b'lemma:0.3'
+-0.414731 O        b'+1:postag:VBG'
+-0.420993 O        b'-1:lemma:~'
+-0.452810 Med      b'+1:postag:NN'
+-0.476044 O        b'lemma:dissolve'
+-0.483565 O        b'+1:lemma:fecl2'
+-0.484516 O        b'-1:lemma:od600'
+-0.490291 O        b'+1:postag:IN'
+-0.498743 O        b'lemma:od600'
+-0.515814 Air      b'-1:postag:JJ'
+-0.522065 O        b'+1:postag:-RRB-'
+-0.532128 Temp     b'+1:lemma:to'
+-0.532128 Temp     b'+1:postag:TO'
+-0.532162 Technique b'-1:postag::'
+-0.533136 Supp     b'+1:lemma:acetate'
+-0.537346 O        b'-1:lemma:37'
+-0.567786 O        b'lemma:fecl2'
+-0.603831 O        b'lemma:media'
+-0.607413 O        b'lemma:of'
+-0.627428 O        b'lemma:2h'
+-0.627428 O        b'-1:lemma:additional'
+-0.674938 O        b'lemma:37'
+-0.691254 O        b'lemma:0.2'
+-0.693796 OD       b'lemma:-lrb-'
+-0.703078 O        b'lemma:0.1'
+-0.748625 OD       b'+1:postag:NN'
+-0.774790 O        b'-1:lemma:grow'
+-0.776043 O        b'+1:lemma:g/l'
+-0.814594 O        b'+1:lemma:cell'
+-0.834196 Anti     b'postag:NNP'
+-0.858627 O        b'-1:lemma:ompr'
+-0.928203 O        b'-1:postag::'
+-0.939567 O        b'lemma:mid-log'
+-0.989255 O        b'-1:lemma:dissolve'
+-0.989255 O        b'+1:lemma:methanol'
+-1.014879 O        b'+1:lemma:supplement'
+-1.026773 O        b'-1:lemma:nsrr'
+-1.030867 O        b'lemma:wt'
+-1.084034 O        b'lemma:methanol'
+-1.094856 O        b'-1:lemma:co2'
+-1.182260 O        b'-1:lemma:IP'
+-1.208078 O        b'-1:postag:VBG'
+-1.228784 Air      b'postag:NN'
+-1.321954 Air      b'+1:postag:JJ'
+-1.408887 Supp     b'postag:JJ'
+-1.451813 O        b'lemma:rifampicin'
+-1.529403 O        b'+1:lemma:at'
+-1.607126 O        b'+1:lemma:in'
+-1.625216 OD       b'postag:-LRB-'
+-2.150760 O        b'+1:lemma:2'
+-2.335073 O        b'+1:lemma:1'
+-2.385540 O        b'-1:lemma:2'
+-4.052103 O        b'-1:lemma::'
+-4.159550 O        b'-1:lemma:_'
 

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.2615074589465166, 'c2': 0.00276705652339924}
+best CV score:0.816301419715609
+model size: 0.07M
+
+Flat F1: 0.8270102352867752
+             precision    recall  f1-score   support
+
+         OD      0.652     0.405     0.500        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.957     1.000     0.978        22
+        Med      1.000     0.912     0.954        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.895     0.944        19
+        Air      0.810     0.758     0.783        62
+       Anti      1.000     1.000     1.000         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.845     0.877     0.861       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.881     0.706     0.784       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.870     0.796     0.827       480
+
+
+Top likely transitions:
+Agit   -> Agit    6.901670
+OD     -> OD      6.662115
+Temp   -> Temp    5.932826
+Med    -> Med     5.616057
+Supp   -> Supp    4.930556
+Air    -> Air     4.771871
+Anti   -> Anti    4.504604
+Gversion -> Gversion 4.501000
+Phase  -> Phase   4.124266
+Technique -> Technique 4.076096
+Gtype  -> Gtype   3.973576
+O      -> O       3.951466
+pH     -> pH      2.018763
+O      -> Supp    1.197390
+O      -> Technique 1.079203
+Gtype  -> Supp    1.043942
+Air    -> O       0.963896
+Supp   -> O       0.612092
+Substrain -> Gtype   0.476807
+O      -> Gtype   0.437647
+Med    -> O       0.335890
+Phase  -> O       0.267800
+OD     -> Phase   0.245045
+Temp   -> O       0.202449
+O      -> Anti    0.134070
+Technique -> Air     0.008370
+O      -> Temp    0.000020
+OD     -> Air     -0.031556
+Gtype  -> OD      -0.047613
+Phase  -> OD      -0.296269
+Gtype  -> O       -0.463165
+OD     -> O       -0.559048
+Technique -> O       -0.753141
+O      -> Air     -0.928594
+Agit   -> O       -1.028076
+Med    -> Supp    -1.262808
+Substrain -> O       -1.295585
+
+
+Top unlikely transitions:
+Agit   -> Agit    6.901670
+OD     -> OD      6.662115
+Temp   -> Temp    5.932826
+Med    -> Med     5.616057
+Supp   -> Supp    4.930556
+Air    -> Air     4.771871
+Anti   -> Anti    4.504604
+Gversion -> Gversion 4.501000
+Phase  -> Phase   4.124266
+Technique -> Technique 4.076096
+Gtype  -> Gtype   3.973576
+O      -> O       3.951466
+pH     -> pH      2.018763
+O      -> Supp    1.197390
+O      -> Technique 1.079203
+Gtype  -> Supp    1.043942
+Air    -> O       0.963896
+Supp   -> O       0.612092
+Substrain -> Gtype   0.476807
+O      -> Gtype   0.437647
+Med    -> O       0.335890
+Phase  -> O       0.267800
+OD     -> Phase   0.245045
+Temp   -> O       0.202449
+O      -> Anti    0.134070
+Technique -> Air     0.008370
+O      -> Temp    0.000020
+OD     -> Air     -0.031556
+Gtype  -> OD      -0.047613
+Phase  -> OD      -0.296269
+Gtype  -> O       -0.463165
+OD     -> O       -0.559048
+Technique -> O       -0.753141
+O      -> Air     -0.928594
+Agit   -> O       -1.028076
+Med    -> Supp    -1.262808
+Substrain -> O       -1.295585
+
+
+Top positive:
+7.812637 O        b'lemma:1'
+6.504281 O        b'lemma:3'
+6.400430 O        b'word[:2]:re'
+6.304930 Technique b'word[:2]:Ch'
+6.279826 Air      b'word[:2]:Ae'
+5.852043 O        b'lemma:2'
+5.816867 O        b'-2:lemma:_'
+5.295700 Anti     b'-2:lemma:antibody'
+5.063616 Phase    b'lemma:stationary'
+4.995551 Air      b'lemma:anaerobic'
+4.918388 O        b'lemma:a'
+4.801031 O        b'+2:lemma:\xc2\xb0c'
+4.623525 O        b'postag:IN'
+4.395080 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.294827 Phase    b'lemma:mid-log'
+4.288438 Gtype    b'-2:lemma:genotype/variation'
+4.244795 Technique b'word[:2]:RN'
+4.131863 O        b'postag::'
+4.115454 Temp     b'-1:lemma:sample'
+3.937161 O        b'+2:lemma:cra'
+3.620368 O        b'lemma:.'
+3.620368 O        b'postag:.'
+3.598727 Gtype    b'lemma:type'
+3.598727 Gtype    b'word[:2]:ty'
+3.574166 Gtype    b'word[:1]:\xce\x94'
+3.565566 Gtype    b'word[:2]:Fl'
+3.545115 O        b'word[:1]:S'
+3.473665 O        b'word[:1]:G'
+3.465522 Med      b'word[:2]:LB'
+3.406689 O        b'-1:lemma:tag'
+3.343307 O        b'word[:2]:ge'
+3.313070 O        b'postag:VBN'
+3.293280 Supp     b'lemma:nitrate'
+3.293280 Supp     b'word[:2]:ni'
+3.264010 O        b'+2:lemma:fructose'
+3.240524 O        b'+1:postag:RB'
+3.140733 Supp     b'lemma:arginine'
+3.120877 O        b'word[:1]:B'
+3.061754 Air      b'word[:2]:An'
+3.016856 Supp     b'+1:lemma:1'
+2.979008 OD       b'word[:2]:OD'
+2.975113 O        b'word[:2]:Rp'
+2.916749 Supp     b'+1:lemma:\xc2\xb5m'
+2.856866 Supp     b'word[:1]:I'
+2.771072 Temp     b'word[:1]:3'
+2.740905 Anti     b'+1:lemma:antibody'
+2.679770 O        b'lemma:_'
+2.679770 O        b'word[:1]:_'
+2.661062 Med      b'word[:1]:M'
+2.651438 Supp     b'-2:lemma:shake'
+2.637158 Supp     b'+1:lemma:2'
+2.593344 Med      b'lemma:MOPS'
+2.593344 Med      b'word[:2]:MO'
+2.551429 O        b'postag:DT'
+2.548355 O        b'+1:postag:VBP'
+2.546726 Gtype    b'-2:lemma:delta'
+2.530641 Anti     b'+2:lemma:antibody'
+2.523357 Supp     b'lemma:Iron'
+2.523357 Supp     b'word[:2]:Ir'
+2.523357 Supp     b'-2:lemma:Anaerobic'
+2.503256 Gtype    b'word[:1]:d'
+2.469925 OD       b'word[:1]:O'
+2.458839 O        b'word[:2]:Cr'
+2.448696 O        b'-1:lemma:Aerobic'
+2.435690 Med      b'+2:lemma:with'
+2.412032 Supp     b'word[:2]:Fe'
+2.383646 O        b'+2:lemma:chipseq'
+2.330968 O        b'postag:CC'
+2.321337 O        b'lemma:purr'
+2.315130 Phase    b'-2:lemma:phase'
+2.313990 Air      b'word[:1]:A'
+2.307788 Air      b'-1:lemma:co2'
+2.270559 Gtype    b'lemma:nsrr'
+2.270559 Gtype    b'word[:2]:Ns'
+2.230916 O        b'-2:lemma:medium'
+2.219186 O        b'lemma:b'
+2.212270 O        b'lemma:rpob'
+2.211847 Supp     b'lemma:acetate'
+2.208823 Gtype    b'-1:lemma:rpob'
+2.193351 Gtype    b'+2:lemma:glucose'
+2.188714 Supp     b'-2:lemma:purr'
+2.167125 Substrain b'lemma:mg1655'
+2.167125 Substrain b'word[:2]:MG'
+2.162173 Supp     b'-2:lemma:Lrp'
+2.153258 pH       b'lemma:ph5'
+2.153258 pH       b'+1:lemma:.5'
+2.127429 Gversion b'lemma:chip-seq'
+2.119617 O        b'-1:lemma:anaerobic'
+2.097711 Gtype    b'+1:lemma:type'
+2.093597 Gtype    b'lemma:\xe2\x88\x86'
+2.093597 Gtype    b'word[:1]:\xe2\x88\x86'
+2.073634 Med      b'word[:1]:L'
+2.067738 Substrain b'word[:1]:M'
+2.066496 Temp     b'+1:lemma:\xc2\xb0c'
+2.028277 O        b'word[:2]:Lr'
+1.996518 O        b'word[:1]:-'
+1.987484 O        b'-1:lemma:media'
+1.972620 pH       b'+1:postag:CD'
+1.963565 Supp     b'+1:lemma:_'
+1.929849 O        b'word[:2]:Cu'
+1.926238 Gtype    b'word[:1]:W'
+1.923997 O        b'-1:lemma:glucose'
+1.920206 Supp     b'-1:lemma:Cra'
+1.885222 Supp     b'+2:lemma:rifampicin'
+1.838859 Temp     b'-1:lemma:\xcf\x8332'
+1.835835 O        b'-1:lemma:lb'
+1.834634 O        b'word[:2]:ch'
+1.831989 O        b'-2:lemma:myc'
+1.820007 Supp     b'-1:lemma:with'
+1.819919 Supp     b'word[:2]:gl'
+1.813003 Strain   b'lemma:k-12'
+1.813003 Strain   b'word[:2]:K-'
+1.800422 O        b'+1:lemma:od600'
+1.786685 Supp     b'lemma:pq'
+1.786685 Supp     b'word[:2]:PQ'
+1.786098 Supp     b'-2:lemma:supplement'
+1.773090 O        b'lemma:argr'
+1.754463 Supp     b'-1:postag:CC'
+1.752010 Temp     b'lemma:43'
+1.752010 Temp     b'word[:2]:43'
+1.748609 Gtype    b'-2:lemma:genotype'
+1.713554 Supp     b'word[:1]:N'
+1.705522 Med      b'+1:lemma:0.4'
+1.705477 Gtype    b'-2:postag:DT'
+1.699311 O        b'lemma:with'
+1.697768 Temp     b'-2:lemma:\xcf\x8332'
+1.696162 Supp     b'word[:1]:\xc2\xb5'
+1.684853 Supp     b'+2:lemma:for'
+1.669736 Med      b'+2:lemma:b2'
+1.659149 Strain   b'word[:1]:K'
+1.656653 O        b'lemma:A'
+1.642261 Gtype    b'+1:lemma:with'
+1.639045 O        b'-1:lemma:0.3'
+1.637590 O        b'-1:lemma:type'
+1.629911 Agit     b'-2:postag:IN'
+1.626799 Supp     b'lemma:fructose'
+1.598539 Gtype    b'word[:2]:cr'
+1.562458 Air      b'+2:lemma:37'
+1.560840 O        b'+1:postag:NNP'
+1.545322 O        b'+1:lemma:nacl'
+1.535808 Air      b'postag:RB'
+1.534546 pH       b'word[:2]:pH'
+1.526850 Air      b'word[:2]:an'
+1.494453 Supp     b'+1:lemma:hour'
+1.493417 Gtype    b'hGreek'
+1.485107 Gtype    b'lemma:wt'
+1.475865 O        b'lemma:Nac'
+1.465086 O        b'-2:lemma:~'
+1.460815 O        b'postag:VBD'
+1.455969 OD       b'+1:lemma:stationary'
+1.446469 Air      b'-2:postag:CD'
+1.436964 O        b'word[:1]:c'
+1.435630 Technique b'word[:1]:R'
+1.424956 Temp     b'-1:lemma:43'
+1.424148 Gtype    b'+1:lemma:flagtag'
+1.422205 OD       b'word[:2]:0.'
+1.409582 Gtype    b'postag:JJ'
+1.404450 O        b'word[:1]:R'
+1.388050 Gversion b'lemma:nc'
+1.388050 Gversion b'word[:2]:NC'
+1.382998 O        b'-2:lemma:co2'
+1.376458 O        b'+1:lemma:chip-seq'
+1.376458 O        b'word[:2]:In'
+1.373329 Anti     b'word[:2]:an'
+1.361226 Gtype    b'lemma:arca8myc'
+1.361226 Gtype    b'-2:lemma:chip-arca'
+1.348605 O        b'word[:1]:E'
+1.340934 Supp     b'lemma:dpd'
+1.340934 Supp     b'word[:2]:DP'
+1.336435 O        b'+1:postag::'
+1.336267 O        b'+1:postag:VBZ'
+1.332234 O        b'word[:2]:fo'
+1.326668 Gversion b'word[:2]:Ch'
+1.308053 Gtype    b'-1:lemma:_'
+1.306772 Supp     b'-1:lemma:+'
+1.299920 O        b'+2:postag:JJ'
+1.288650 Supp     b'lemma:rifampicin'
+1.282895 OD       b'word[:1]:0'
+1.279050 Air      b'word[:1]:a'
+1.278342 Supp     b'word[:2]:ri'
+1.276274 Air      b'-1:lemma:ChIP-Seq'
+1.270749 Air      b'-2:lemma:IP'
+1.268696 Gtype    b'word[:1]:F'
+1.267720 Air      b'-2:lemma:%'
+1.250226 Vess     b'lemma:flask'
+1.250226 Vess     b'-1:lemma:warm'
+1.250226 Vess     b'word[:2]:fl'
+1.250226 Vess     b'-2:lemma:pre'
+1.250226 Vess     b'+2:lemma:43'
+1.248294 Technique b'-1:postag:CD'
+1.241744 Med      b'+1:lemma:minimal'
+1.240037 Supp     b'-2:lemma:for'
+1.238645 O        b'word[:2]:or'
+1.231304 Gversion b'-2:postag:VB'
+1.230809 O        b'lemma:Custom'
+1.221416 Supp     b'lemma:no3'
+1.221416 Supp     b'word[:2]:NO'
+1.208975 O        b'lemma:-'
+1.208565 Supp     b'-1:postag:CD'
+1.196345 Gtype    b'-2:postag:NNS'
+
+
+Top negative:
+-0.020651 Vess     b'hLower'
+-0.021405 Gtype    b'word[:1]:g'
+-0.022102 Temp     b'hGreek'
+-0.023747 Air      b'-1:lemma:or'
+-0.024998 O        b'+1:lemma:phase'
+-0.026006 O        b'-1:lemma:of'
+-0.026445 Technique b'lemma:chip-seq'
+-0.027849 O        b'-1:lemma:the'
+-0.028545 O        b'-1:lemma:-lrb-'
+-0.028751 O        b'+1:postag:CD'
+-0.029296 O        b'+1:lemma:-rrb-'
+-0.033680 O        b'lemma:150'
+-0.033680 O        b'+1:lemma:mg/ml'
+-0.033680 O        b'word[:2]:15'
+-0.033680 O        b'-2:lemma:concentration'
+-0.033737 Supp     b'hGreek'
+-0.037022 OD       b'+1:postag:CD'
+-0.037317 O        b'-1:lemma:g/l'
+-0.040115 Supp     b'+2:postag:NNS'
+-0.040221 O        b'+1:lemma:supplement'
+-0.040832 O        b'-2:lemma:of'
+-0.040980 OD       b'postag:JJ'
+-0.042683 O        b'-1:lemma:rifampicin'
+-0.044489 Phase    b'+1:postag:NN'
+-0.045601 O        b'+1:lemma:-lrb-'
+-0.046663 O        b'word[:1]:p'
+-0.050360 Supp     b'-2:postag:NN'
+-0.052075 Air      b'postag:-RRB-'
+-0.052075 Air      b'word[:2]:-R'
+-0.055278 O        b'+1:lemma:95'
+-0.056644 O        b'word[:2]:an'
+-0.056812 O        b'word[:2]:WT'
+-0.058247 Air      b'lemma:-rrb-'
+-0.058272 Temp     b'postag:NN'
+-0.060275 Supp     b'-1:postag:NN'
+-0.068834 O        b'word[:1]:g'
+-0.075194 O        b'lemma:0.1'
+-0.075978 O        b'+1:lemma:300'
+-0.078371 Med      b'-2:postag:NNP'
+-0.085484 O        b'-1:lemma:mm'
+-0.090665 Med      b'postag:NN'
+-0.095552 Anti     b'symb'
+-0.097859 O        b'-1:lemma:IP'
+-0.098451 Gtype    b'postag:NNP'
+-0.098891 O        b'+2:lemma:iptg'
+-0.099213 O        b'+2:lemma:anaerobically'
+-0.100378 O        b'-1:postag:-LRB-'
+-0.100648 Air      b'-1:postag:CC'
+-0.102134 Phase    b'-2:postag:NN'
+-0.104356 O        b'-2:lemma:30'
+-0.104398 O        b'-2:lemma:aerobically'
+-0.104525 O        b'-2:postag:-LRB-'
+-0.112855 O        b'-1:postag:VBN'
+-0.129315 pH       b'postag:NN'
+-0.130801 O        b'lemma:dissolve'
+-0.130801 O        b'+2:lemma:methanol'
+-0.132204 Gversion b'-1:postag:NN'
+-0.135249 O        b'+2:lemma:-rrb-'
+-0.136494 Temp     b'-2:postag:NN'
+-0.140087 Air      b'postag:CC'
+-0.143197 Anti     b'+1:postag:JJ'
+-0.145931 O        b'lemma:dpd'
+-0.145931 O        b'word[:2]:DP'
+-0.146304 O        b'+1:lemma:minimal'
+-0.149480 O        b'+2:lemma:mg1655'
+-0.153199 O        b'lemma:glucose'
+-0.156279 O        b'word[:2]:OD'
+-0.167599 O        b'-2:lemma:anaerobically'
+-0.169441 O        b'+2:lemma:.'
+-0.169441 O        b'+2:postag:.'
+-0.176081 O        b'-2:lemma:and'
+-0.176601 O        b'word[:2]:gl'
+-0.178983 O        b'word[:2]:30'
+-0.182343 Supp     b'-2:lemma:-lrb-'
+-0.182989 Gtype    b'+2:lemma:,'
+-0.182989 Gtype    b'+2:postag:,'
+-0.187940 O        b'-2:postag:RB'
+-0.188522 Gtype    b'-1:postag:NN'
+-0.193161 Supp     b'-2:postag:-LRB-'
+-0.195209 O        b'+1:postag:VBG'
+-0.195524 Gtype    b'-1:lemma:,'
+-0.195524 Gtype    b'-1:postag:,'
+-0.196160 O        b'-2:postag:-RRB-'
+-0.205382 O        b'lemma:media'
+-0.205997 O        b'+1:lemma:+'
+-0.207188 O        b'-2:postag:VBG'
+-0.214958 O        b'-1:postag:IN'
+-0.216865 O        b'+2:lemma:fnr'
+-0.220433 O        b'-1:lemma:iptg'
+-0.225687 OD       b'+2:postag:CD'
+-0.226895 Anti     b'+1:lemma:anti-fur'
+-0.227678 O        b'+1:lemma:hour'
+-0.227891 O        b'+1:lemma:\xc2\xb0c'
+-0.233240 O        b'+1:postag:-RRB-'
+-0.234954 O        b'+1:lemma:until'
+-0.238139 O        b'lemma:2h'
+-0.238139 O        b'-1:lemma:additional'
+-0.238139 O        b'word[:2]:2h'
+-0.240394 Med      b'-2:lemma:grow'
+-0.240644 O        b'+1:lemma:cell'
+-0.240717 O        b'lemma:20'
+-0.241598 Air      b'+1:postag:JJ'
+-0.243020 Air      b'+2:postag:IN'
+-0.249072 O        b'+1:lemma:.'
+-0.249072 O        b'+1:postag:.'
+-0.270838 O        b'lemma:aerobically'
+-0.270838 O        b'word[:2]:ae'
+-0.272076 O        b'-2:lemma:IP'
+-0.276552 Anti     b'+2:postag:JJ'
+-0.282858 O        b'word[:2]:mg'
+-0.291041 O        b'+1:lemma:_'
+-0.299542 O        b'-2:postag:DT'
+-0.314381 O        b'word[:1]:F'
+-0.315135 O        b'+2:lemma:medium'
+-0.316365 O        b'lemma:k-12'
+-0.316365 O        b'word[:2]:K-'
+-0.323941 O        b'-1:lemma:rpob'
+-0.324142 O        b'+1:lemma:g/l'
+-0.324651 OD       b'-2:postag:JJ'
+-0.330410 Med      b'+1:postag:NN'
+-0.337573 O        b'lemma:anaerobically'
+-0.342544 O        b'word[:2]:ri'
+-0.349990 Supp     b'+2:lemma:-rrb-'
+-0.361823 O        b'-1:lemma:mid-log'
+-0.376409 O        b'-1:lemma:nsrr'
+-0.377222 Anti     b'+2:lemma:polyclonal'
+-0.377621 O        b'-1:lemma:grow'
+-0.387403 O        b'-2:lemma:rpob'
+-0.393536 O        b'-1:lemma:37'
+-0.397261 Supp     b'+2:postag:-RRB-'
+-0.408344 O        b'word[:1]:K'
+-0.411343 O        b'-1:lemma:0.2'
+-0.413533 O        b'lemma:phase'
+-0.415095 O        b'word[:2]:Fe'
+-0.418603 Supp     b'-2:postag:JJ'
+-0.422914 O        b'lemma:rifampicin'
+-0.425448 O        b'-2:lemma:a'
+-0.436504 O        b'-2:lemma::'
+-0.440069 Med      b'-1:postag:NN'
+-0.450178 Supp     b'+2:lemma:2'
+-0.452858 O        b'lemma:of'
+-0.452858 O        b'word[:2]:of'
+-0.456778 Supp     b'lemma:2'
+-0.464475 Agit     b'symb'
+-0.477506 Supp     b'+2:postag:NN'
+-0.480481 O        b'word[:2]:0.'
+-0.484144 O        b'+2:lemma:rifampicin'
+-0.495023 OD       b'+1:postag:NN'
+-0.495729 O        b'lemma:methanol'
+-0.495729 O        b'-2:lemma:dissolve'
+-0.498568 O        b'-1:lemma:dissolve'
+-0.498568 O        b'+1:lemma:methanol'
+-0.501386 O        b'postag:RB'
+-0.501736 O        b'-2:lemma:50'
+-0.505561 Agit     b'hUpper'
+-0.505561 Agit     b'hLower'
+-0.507205 O        b'+1:postag:NNS'
+-0.510498 O        b'+2:postag:-RRB-'
+-0.539348 O        b'+2:postag:RB'
+-0.550860 O        b'word[:1]:0'
+-0.576925 Med      b'+1:postag:IN'
+-0.579947 O        b'lemma:mid-log'
+-0.589847 O        b'word[:1]:d'
+-0.639331 Phase    b'hUpper'
+-0.639331 Phase    b'hLower'
+-0.644727 O        b'+1:postag:IN'
+-0.678795 Med      b'symb'
+-0.717017 Med      b'-2:postag:VBN'
+-0.751995 Supp     b'word[:2]:an'
+-0.759518 O        b'-1:lemma:co2'
+-0.776028 O        b'-1:postag:VBG'
+-0.792743 O        b'-2:lemma:supplement'
+-0.794523 O        b'word[:2]:me'
+-0.883371 O        b'word[:2]:ce'
+-0.883506 O        b'lemma:wt'
+-0.888247 O        b'+2:lemma:mid-log'
+-0.920374 O        b'word[:2]:Ch'
+-0.968528 O        b'word[:1]:N'
+-1.043344 O        b'-2:lemma:rifampicin'
+-1.053670 Gtype    b'word[:1]:C'
+-1.081691 Supp     b'symb'
+-1.097239 O        b'word[:1]:\xce\x94'
+-1.146299 Air      b'-1:postag:JJ'
+-1.205559 O        b'-2:lemma:phase'
+-1.226939 Phase    b'postag:JJ'
+-1.279089 O        b'-1:postag::'
+-1.306934 O        b'word[:1]:P'
+-1.435763 Air      b'postag:NN'
+-1.552893 Supp     b'postag:JJ'
+-1.656010 O        b'+1:lemma:in'
+-1.838496 O        b'-1:lemma:2'
+-1.866172 Technique b'postag:NN'
+-2.005093 O        b'+1:lemma:at'
+-2.021343 Anti     b'postag:NNP'
+-2.209344 Supp     b'+2:postag:CD'
+-2.425446 O        b'+1:lemma:2'
+-2.700819 O        b'+1:lemma:1'
+-2.961178 OD       b'word[:1]:-'
+-3.613008 O        b'-1:lemma::'
+-5.053367 O        b'-1:lemma:_'
+

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.09511707500453928, 'c2': 0.0519939941697524}
+best CV score:0.7998412075268018
+model size: 0.08M
+
+Flat F1: 0.7932328849300371
+             precision    recall  f1-score   support
+
+         OD      1.000     0.405     0.577        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.889     0.842     0.865        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.895     0.944        19
+        Air      0.754     0.742     0.748        62
+       Anti      1.000     0.444     0.615         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.863     0.774     0.816       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.869     0.684     0.765       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.877     0.742     0.793       480
+
+
+Top likely transitions:
+OD     -> OD      5.749772
+Agit   -> Agit    5.688189
+Temp   -> Temp    5.111918
+Anti   -> Anti    4.939494
+Med    -> Med     4.868494
+Air    -> Air     4.689503
+O      -> O       4.416867
+Gversion -> Gversion 4.266419
+Gtype  -> Gtype   4.185164
+Phase  -> Phase   3.973215
+Supp   -> Supp    3.799309
+Technique -> Technique 3.093180
+pH     -> pH      2.189243
+O      -> Supp    1.935389
+Gtype  -> Supp    1.770914
+Substrain -> Gtype   1.755994
+Air    -> O       1.607275
+O      -> Gtype   1.391276
+O      -> Technique 1.205509
+Technique -> Air     0.988264
+Gtype  -> pH      0.880145
+O      -> Temp    0.803834
+O      -> Anti    0.795385
+Med    -> O       0.789203
+OD     -> Phase   0.519647
+Temp   -> O       0.509435
+Gtype  -> Air     0.467309
+Phase  -> O       0.450923
+O      -> Gversion 0.422170
+Supp   -> O       0.376214
+O      -> pH      0.285778
+O      -> Strain  0.277519
+O      -> Med     0.183463
+O      -> Vess    0.108208
+Anti   -> O       0.032635
+Gtype  -> O       0.000074
+O      -> Agit    -0.011460
+Anti   -> Supp    -0.011497
+Air    -> Temp    -0.016955
+O      -> Phase   -0.028542
+Gversion -> Technique -0.030101
+OD     -> Supp    -0.066876
+Technique -> O       -0.067595
+Gversion -> Supp    -0.135604
+Anti   -> Gtype   -0.143013
+Air    -> Supp    -0.157667
+Air    -> Med     -0.174826
+Gtype  -> Phase   -0.197920
+Med    -> Air     -0.205361
+OD     -> Gtype   -0.211062
+
+
+Top unlikely transitions:
+O      -> Med     0.183463
+O      -> Vess    0.108208
+Anti   -> O       0.032635
+Gtype  -> O       0.000074
+O      -> Agit    -0.011460
+Anti   -> Supp    -0.011497
+Air    -> Temp    -0.016955
+O      -> Phase   -0.028542
+Gversion -> Technique -0.030101
+OD     -> Supp    -0.066876
+Technique -> O       -0.067595
+Gversion -> Supp    -0.135604
+Anti   -> Gtype   -0.143013
+Air    -> Supp    -0.157667
+Air    -> Med     -0.174826
+Gtype  -> Phase   -0.197920
+Med    -> Air     -0.205361
+OD     -> Gtype   -0.211062
+Supp   -> Temp    -0.212874
+Supp   -> pH      -0.213431
+Supp   -> Phase   -0.219962
+Gversion -> Air     -0.225808
+Temp   -> Med     -0.253881
+Supp   -> Anti    -0.265528
+Gtype  -> Technique -0.268918
+Technique -> Supp    -0.284128
+Phase  -> Technique -0.303684
+Anti   -> OD      -0.378454
+Air    -> OD      -0.388802
+Gtype  -> Gversion -0.434612
+Supp   -> Gversion -0.461142
+Supp   -> Gtype   -0.480734
+Supp   -> Technique -0.490490
+Supp   -> OD      -0.493041
+Gtype  -> Med     -0.540343
+OD     -> Med     -0.546645
+OD     -> O       -0.581637
+Supp   -> Air     -0.585456
+OD     -> Air     -0.600309
+O      -> Air     -0.604701
+Gtype  -> Anti    -0.624686
+Agit   -> O       -0.663403
+Substrain -> O       -0.867732
+Gtype  -> OD      -0.893986
+Technique -> OD      -0.928156
+Technique -> pH      -0.950458
+Technique -> Gtype   -0.973255
+Supp   -> Med     -1.074321
+Med    -> Supp    -1.297374
+Phase  -> OD      -1.457940
+
+
+Top positive:
+6.617235 O        b'lemma:_'
+5.661937 O        b'lemma:1'
+5.054136 Air      b'lemma:anaerobic'
+4.862395 O        b'lemma:2'
+4.817668 Strain   b'lemma:k-12'
+4.770160 Technique b'lemma:ChIP-exo'
+4.675717 Supp     b'lemma:Iron'
+4.608643 Air      b'lemma:aerobic'
+4.570021 Technique b'lemma:chipseq'
+4.467942 Phase    b'lemma:stationary'
+4.467649 O        b'postag:IN'
+4.445501 O        b'lemma:rpob'
+4.351529 Supp     b'lemma:pq'
+4.293076 Phase    b'lemma:mid-log'
+4.284291 O        b'lemma:3'
+4.120140 Supp     b'lemma:nh4cl'
+4.041253 Supp     b'lemma:glucose'
+4.028882 Substrain b'lemma:mg1655'
+3.913121 Gtype    b'lemma:\xce\xb4cra'
+3.860061 Air      b'-1:lemma:ChIP-Seq'
+3.841678 O        b'lemma:rep1'
+3.777629 Gtype    b'lemma:wt'
+3.746035 Gtype    b'lemma:arca8myc'
+3.726494 Gtype    b'lemma:flag-tag'
+3.726494 Gtype    b'-1:lemma:c-terminal'
+3.686798 Supp     b'+1:lemma:\xc2\xb5m'
+3.646788 O        b'postag::'
+3.631452 Gtype    b'-1:lemma:\xe2\x88\x86'
+3.621528 Gversion b'lemma:asm584v2'
+3.593824 O        b'lemma:rep2'
+3.590555 Air      b'lemma:Aerobic'
+3.573506 Supp     b'lemma:nitrate'
+3.508451 Med      b'lemma:lb'
+3.458882 O        b'-1:lemma:tag'
+3.422575 O        b'lemma:b'
+3.405411 O        b'lemma:Cra'
+3.384112 O        b'lemma:a'
+3.334968 Med      b'lemma:LB'
+3.334210 Supp     b'lemma:acetate'
+3.282677 O        b'lemma:rep3'
+3.251111 Supp     b'lemma:no3'
+3.227141 O        b'-1:lemma:ChIP-exo'
+3.219816 Supp     b'lemma:dpd'
+3.209926 OD       b'lemma:od600'
+3.208899 Technique b'lemma:rna-seq'
+3.204074 Gtype    b'lemma:delta-arca'
+3.194919 O        b'lemma:.'
+3.194919 O        b'postag:.'
+3.124102 Gtype    b'lemma:fnr8myc'
+3.110051 O        b'lemma:\xcf\x8332'
+3.081376 Supp     b'lemma:Fe'
+3.079283 Gtype    b'lemma:\xe2\x88\x86'
+3.065167 O        b'lemma:Custom'
+3.058600 Gtype    b'lemma:type'
+3.022678 Technique b'lemma:chip-seq'
+3.000186 Med      b'lemma:MOPS'
+2.991397 O        b'lemma:CEL'
+2.914578 Gversion b'lemma:nc'
+2.867833 Technique b'lemma:rnaseq'
+2.848233 Supp     b'+1:lemma:1'
+2.835201 Anti     b'lemma:none'
+2.827074 Gtype    b'+1:lemma:type'
+2.826416 O        b'-1:lemma:Aerobic'
+2.786406 O        b'+1:postag:RB'
+2.776930 pH       b'lemma:ph5'
+2.776930 pH       b'+1:lemma:.5'
+2.774438 O        b'+1:lemma:od600'
+2.765842 Gtype    b'+1:lemma:with'
+2.764772 Technique b'lemma:ChIP-Seq'
+2.754976 Supp     b'lemma:fructose'
+2.736514 O        b'postag:VBN'
+2.708858 Med      b'+1:lemma:0.4'
+2.677396 Anti     b'lemma:seqa'
+2.673247 Vess     b'lemma:flask'
+2.673247 Vess     b'-1:lemma:warm'
+2.663413 Air      b'postag:RB'
+2.650175 OD       b'lemma:od450'
+2.624313 Supp     b'lemma:rifampicin'
+2.613050 Gtype    b'lemma:delta-fnr'
+2.611370 O        b'lemma:-'
+2.593952 Gtype    b'lemma:\xce\xb4fur'
+2.563276 Supp     b'-1:lemma:Cra'
+2.543682 O        b'-1:lemma:0.3-0.35'
+2.528111 Gtype    b'lemma:nsrr'
+2.524519 Supp     b'+1:lemma:2'
+2.523387 Gtype    b'lemma:wild-type'
+2.492162 Gversion b'lemma:chip-seq'
+2.476148 Temp     b'lemma:\xc2\xb0c'
+2.467250 Supp     b'+1:lemma:Deficient'
+2.437288 Anti     b'+1:lemma:antibody'
+2.432769 Technique b'-1:lemma:IP'
+2.424289 Supp     b'lemma:arginine'
+2.423238 O        b'lemma:affyexp'
+2.417028 Med      b'lemma:m63'
+2.413930 Gversion b'lemma:u00096'
+2.413930 Gversion b'+1:lemma:.2'
+2.398644 Gversion b'lemma:.2'
+2.398644 Gversion b'-1:lemma:u00096'
+2.392020 Gversion b'-1:lemma:nc'
+2.383653 Gversion b'lemma:000913'
+2.375231 O        b'lemma:s'
+2.367385 Med      b'+1:lemma:minimal'
+2.347384 Strain   b'+1:lemma:substr'
+2.340890 O        b'-1:lemma:anaerobic'
+2.334292 O        b'-1:lemma:glucose'
+2.302375 O        b'lemma:or'
+2.301832 Supp     b'+1:lemma:_'
+2.293105 O        b'lemma:with'
+2.236084 pH       b'+1:postag:CD'
+2.207764 Gtype    b'-1:lemma:ptac'
+2.195074 Gtype    b'lemma:\xce\xb4soxs'
+2.178906 Gtype    b'+1:lemma:flagtag'
+2.176058 Temp     b'+1:lemma:\xc2\xb0c'
+2.168855 O        b'lemma:oxyr'
+2.168601 O        b'-1:lemma:type'
+2.157843 O        b'-1:lemma:stpa'
+2.149393 Gtype    b'+1:lemma:pq'
+2.146677 Phase    b'-1:lemma:mid-log'
+2.131005 O        b'lemma:chip-arca'
+2.119123 O        b'-1:lemma:lb'
+2.094710 O        b'postag:CC'
+2.091261 pH       b'lemma:.5'
+2.091261 pH       b'-1:lemma:ph5'
+2.082804 Med      b'+1:lemma:2.0'
+2.061762 Anti     b'lemma:anti-myc'
+2.057834 Gtype    b'lemma:WT'
+2.055720 O        b'lemma:argr'
+2.042900 O        b'lemma:chip'
+2.041455 Gtype    b'-1:lemma:rpob'
+2.037173 Temp     b'-1:lemma:43'
+2.035435 Supp     b'lemma:nacl'
+2.034038 O        b'postag:SYM'
+2.032965 Temp     b'lemma:43'
+2.008638 Med      b'+1:lemma:+'
+1.996466 Gtype    b'lemma:\xce\xb4ompr'
+1.985063 Supp     b'lemma:iptg'
+1.984597 Technique b'-1:lemma:chip-exo'
+1.979684 O        b'+1:lemma:pq'
+1.976317 O        b'postag:DT'
+1.966888 Temp     b'-1:lemma:sample'
+1.963356 O        b'lemma:ompr'
+1.961470 Phase    b'lemma:phase'
+1.956222 Gtype    b'lemma:ptac'
+1.954916 Supp     b'lemma:Leu'
+1.930644 O        b'lemma:chip-fnr'
+1.929006 Air      b'-1:lemma:-'
+1.928521 Air      b'-1:postag:CD'
+1.924588 Supp     b'-1:lemma:\xc2\xb5m'
+1.923822 Temp     b'-1:lemma:37'
+1.914522 Air      b'lemma:anaerobically'
+1.914101 O        b'lemma:purr'
+1.913285 Anti     b'lemma:anti-rpos'
+1.908434 O        b'+1:lemma:mid-log'
+1.907365 Gtype    b'+1:lemma:_'
+1.901978 Supp     b'+1:lemma:hour'
+1.884890 Technique b'postag:NNP'
+1.883342 Technique b'+1:lemma:chip-exo'
+1.879749 O        b'lemma:Fur'
+1.875921 Supp     b'-1:lemma:+'
+1.873441 Technique b'-1:lemma:input'
+1.872859 Substrain b'+1:lemma:phtpg'
+1.868639 Air      b'lemma:Anaerobic'
+1.868217 Supp     b'-1:lemma:with'
+1.854650 O        b'-1:lemma:l1'
+1.843125 O        b'+1:lemma:anti-fur'
+1.840890 Gtype    b'lemma:pk4854'
+1.835897 Gtype    b'lemma:deltaseqa'
+1.835897 Gtype    b'-1:lemma:old'
+1.834676 O        b'lemma:Lrp'
+1.815094 Gtype    b'+1:lemma:ph5'
+1.812550 Temp     b'-1:lemma:\xcf\x8332'
+1.812482 O        b'postag:VBG'
+1.802963 Gversion b'+1:lemma:000913'
+1.799635 Gtype    b'-1:lemma:nsrr'
+1.789000 Med      b'postag:NNP'
+1.788228 Air      b'-1:lemma:co2'
+1.780588 Gtype    b'+1:lemma:aerobic'
+1.779977 O        b'lemma:culture'
+1.779785 Gtype    b'-1:lemma::'
+1.774675 O        b'lemma:genotype/variation'
+1.769006 Air      b'-1:postag::'
+1.759945 Supp     b'-1:lemma:mm'
+1.755681 Temp     b'lemma:37'
+1.748053 Phase    b'+1:lemma:for'
+1.747688 Supp     b'lemma:Adenine'
+1.745141 OD       b'+1:lemma:stationary'
+1.744193 O        b'lemma:at'
+1.744117 Med      b'-1:lemma:ml'
+1.735692 O        b'+1:lemma:43'
+1.733011 Supp     b'+1:lemma:and'
+1.727139 O        b'+1:lemma:chip-seq'
+1.724866 Med      b'lemma:glucose'
+1.721249 Supp     b'lemma:20'
+1.704065 Gtype    b'-1:lemma:_'
+1.687377 Supp     b'+1:lemma:respiratory'
+1.681655 Med      b'lemma:L'
+1.681655 Med      b'+1:lemma:broth'
+1.672214 Gversion b'lemma:_'
+1.650800 Med      b'lemma:broth'
+1.650800 Med      b'-1:lemma:L'
+
+
+Top negative:
+-0.005569 OD       b'+1:lemma:0.4'
+-0.005746 Gtype    b'-1:lemma:,'
+-0.005746 Gtype    b'-1:postag:,'
+-0.005870 Gtype    b'+1:postag:NNS'
+-0.006749 Supp     b'lemma:mm'
+-0.007678 Air      b'lemma:70'
+-0.007875 O        b'+1:lemma:25'
+-0.007908 O        b'+1:lemma:pahse'
+-0.013446 Gtype    b'-1:postag:NNP'
+-0.017395 O        b'-1:lemma:,'
+-0.017395 O        b'-1:postag:,'
+-0.018516 Supp     b'-1:postag:NN'
+-0.022449 Phase    b'+1:postag:NN'
+-0.024166 Air      b'-1:postag:CC'
+-0.027647 Air      b'-1:lemma:or'
+-0.028887 O        b'lemma:o2'
+-0.030271 Supp     b'postag:CD'
+-0.031072 Air      b'postag:CC'
+-0.032381 Supp     b'-1:postag:NNP'
+-0.032995 Air      b'+1:lemma:-lrb-'
+-0.033529 O        b'lemma:pahse'
+-0.034814 O        b'+1:lemma:-lcb-'
+-0.035317 O        b'+1:lemma:~'
+-0.037498 O        b'lemma:dpd'
+-0.038911 O        b'-1:lemma:mm'
+-0.039919 O        b'-1:postag:VBP'
+-0.044315 OD       b'postag:IN'
+-0.051484 O        b'-1:lemma:n2'
+-0.055584 OD       b'+1:postag:CD'
+-0.055696 O        b'+1:lemma:95'
+-0.055992 Air      b'-1:lemma:anaerobically'
+-0.056642 O        b'-1:lemma:with'
+-0.061370 Gtype    b'+1:lemma:-lrb-'
+-0.068768 O        b'+1:lemma:minimal'
+-0.069489 Supp     b'lemma:and'
+-0.082415 O        b'lemma:aerobically'
+-0.086345 Air      b'+1:postag:-LRB-'
+-0.088098 O        b'lemma:mg/ml'
+-0.088098 O        b'-1:lemma:150'
+-0.094403 Supp     b'+1:postag:-RRB-'
+-0.096341 O        b'lemma:medium'
+-0.108911 OD       b'+1:lemma:and'
+-0.114634 OD       b'postag:JJ'
+-0.117058 O        b'-1:lemma:20'
+-0.118245 O        b'lemma:grow'
+-0.125516 O        b'+1:lemma:_'
+-0.127227 O        b'+1:lemma:antibody'
+-0.129539 O        b'+1:lemma:b'
+-0.129952 O        b'-1:lemma:the'
+-0.131173 Gversion b'+1:postag:NN'
+-0.134503 O        b'+1:lemma:phase'
+-0.137711 Med      b'postag:CD'
+-0.142578 O        b'+1:lemma:5'
+-0.148353 O        b'+1:lemma:mg1655'
+-0.150243 O        b'lemma:\xc2\xb0c'
+-0.158759 O        b'lemma:glucose'
+-0.159456 Supp     b'+1:lemma:glucose'
+-0.162765 Technique b'-1:lemma::'
+-0.163159 O        b'postag:RB'
+-0.165065 Med      b'+1:postag:NN'
+-0.165350 Gtype    b'+1:lemma:cra'
+-0.166969 OD       b'+1:postag:CC'
+-0.170125 O        b'-1:lemma:o2'
+-0.173691 O        b'-1:lemma:e.'
+-0.178574 Gtype    b'-1:postag:CD'
+-0.178685 O        b'+1:lemma:-rrb-'
+-0.181033 O        b'lemma:co2'
+-0.184801 Anti     b'+1:postag:JJ'
+-0.192236 O        b'lemma:e.'
+-0.196425 O        b'lemma:mg1655'
+-0.198559 Gtype    b'postag:CD'
+-0.208272 O        b'-1:postag:IN'
+-0.209806 O        b'+1:lemma:.'
+-0.209806 O        b'+1:postag:.'
+-0.218423 Med      b'-1:postag:IN'
+-0.219166 O        b'lemma:30'
+-0.219834 Supp     b'+1:postag:IN'
+-0.227296 O        b'-1:lemma:um'
+-0.227296 O        b'+1:lemma:paraquat'
+-0.229687 O        b'-1:postag:VBN'
+-0.236380 Med      b'-1:postag:NN'
+-0.239831 O        b'-1:lemma:chip-exo'
+-0.242289 O        b'-1:lemma:of'
+-0.246361 O        b'+1:lemma:%'
+-0.247802 O        b'-1:lemma:-lrb-'
+-0.249050 O        b'-1:lemma:iptg'
+-0.249812 O        b'+1:lemma:dissolve'
+-0.255335 O        b'-1:lemma:mid-log'
+-0.259151 O        b'-1:lemma:0.1'
+-0.264441 O        b'+1:lemma:0.4'
+-0.269854 Gtype    b'lemma:delta'
+-0.270560 O        b'+1:lemma:rep1'
+-0.279580 Supp     b'+1:postag:VBN'
+-0.287048 Air      b'postag:CD'
+-0.290077 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.292771 O        b'lemma:m63'
+-0.294023 O        b'-1:lemma:from'
+-0.312557 Gtype    b'-1:postag:DT'
+-0.318799 O        b'+1:lemma:until'
+-0.329610 Supp     b'-1:lemma:%'
+-0.342219 Temp     b'postag:JJ'
+-0.343713 Phase    b'-1:lemma:at'
+-0.349210 O        b'+1:lemma:shake'
+-0.355247 O        b'-1:postag:-LRB-'
+-0.370779 O        b'-1:lemma:rifampicin'
+-0.403678 O        b'+1:lemma:Aerobic'
+-0.404389 Temp     b'-1:lemma:\xc2\xb0c'
+-0.409312 O        b'+1:postag:-RRB-'
+-0.410591 O        b'-1:lemma:g/l'
+-0.411118 O        b'+1:postag:IN'
+-0.411360 Gtype    b'lemma:_'
+-0.413583 Supp     b'postag:CC'
+-0.421267 O        b'lemma:lb'
+-0.426132 O        b'+1:lemma:cell'
+-0.436831 pH       b'postag:NN'
+-0.446628 Gtype    b'-1:postag:SYM'
+-0.450017 O        b'-1:lemma:grow'
+-0.451231 Supp     b'+1:lemma:rifampicin'
+-0.454808 O        b'+1:lemma:c'
+-0.459381 O        b'lemma:phase'
+-0.461745 O        b'-1:lemma:30'
+-0.462999 O        b'-1:lemma:cra'
+-0.486521 Temp     b'+1:lemma:to'
+-0.486521 Temp     b'+1:postag:TO'
+-0.490929 O        b'lemma:150'
+-0.490929 O        b'+1:lemma:mg/ml'
+-0.500528 O        b'-1:lemma:until'
+-0.504446 Technique b'-1:postag::'
+-0.510873 O        b'lemma:purify'
+-0.517449 Phase    b'postag:JJ'
+-0.518655 O        b'+1:lemma:\xc2\xb0c'
+-0.519475 O        b'+1:postag:NNS'
+-0.532580 Med      b'+1:postag:IN'
+-0.557262 O        b'-1:lemma:od600'
+-0.567606 O        b'-1:lemma:~'
+-0.586909 O        b'+1:lemma:arginine'
+-0.591624 Anti     b'+1:lemma:anti-fur'
+-0.595260 O        b'-1:lemma:\xe2\x88\x86'
+-0.619039 O        b'+1:lemma:300'
+-0.633916 OD       b'lemma:-lrb-'
+-0.639826 O        b'-1:lemma:1'
+-0.645911 Temp     b'postag:NN'
+-0.655433 O        b'lemma:dissolve'
+-0.668333 O        b'+1:lemma:0.3'
+-0.706553 Phase    b'-1:postag:JJ'
+-0.715634 O        b'lemma:anaerobic'
+-0.728858 O        b'lemma:media'
+-0.729613 OD       b'postag:-LRB-'
+-0.740187 O        b'lemma:fecl2'
+-0.754262 O        b'-1:lemma:0.2'
+-0.784045 O        b'lemma:anaerobically'
+-0.786214 O        b'lemma:20'
+-0.787962 Supp     b'+1:lemma:acetate'
+-0.788691 Air      b'-1:postag:JJ'
+-0.793632 O        b'lemma:od600'
+-0.801628 O        b'lemma:0.3'
+-0.804157 O        b'+1:lemma:fecl2'
+-0.826218 O        b'lemma:\xe2\x88\x86'
+-0.840032 O        b'-1:lemma:ml'
+-0.841125 O        b'lemma:mid-log'
+-0.845143 O        b'lemma:of'
+-0.852270 O        b'-1:postag:VBG'
+-0.883031 O        b'lemma:0.1'
+-0.909031 O        b'postag:VBP'
+-0.912966 O        b'lemma:\xce\xb4fur'
+-0.938631 O        b'lemma:2h'
+-0.938631 O        b'-1:lemma:additional'
+-0.944242 O        b'+1:postag:VBG'
+-0.987279 O        b'lemma:0.2'
+-0.990573 O        b'+1:lemma:at'
+-1.010504 O        b'+1:lemma:in'
+-1.029267 O        b'lemma:k-12'
+-1.051923 O        b'lemma:37'
+-1.077459 O        b'-1:lemma:co2'
+-1.077853 OD       b'+1:postag:NN'
+-1.086493 O        b'-1:lemma:sample'
+-1.089368 O        b'-1:lemma:ompr'
+-1.092223 O        b'+1:lemma:g/l'
+-1.092574 O        b'+1:lemma:supplement'
+-1.150032 O        b'+1:lemma:hour'
+-1.170208 O        b'-1:lemma:dissolve'
+-1.170208 O        b'+1:lemma:methanol'
+-1.203200 O        b'-1:lemma:rpob'
+-1.305820 O        b'lemma:wt'
+-1.316586 O        b'lemma:methanol'
+-1.391650 O        b'+1:lemma:+'
+-1.397786 O        b'-1:lemma:37'
+-1.435566 Air      b'+1:postag:JJ'
+-1.436410 Supp     b'postag:JJ'
+-1.476904 Anti     b'postag:NNP'
+-1.478116 O        b'lemma:rifampicin'
+-1.558593 O        b'-1:postag::'
+-1.634246 O        b'-1:lemma:nsrr'
+-1.646012 Air      b'postag:NN'
+-1.659601 O        b'-1:lemma:IP'
+-1.726878 O        b'-1:lemma:2'
+-1.877977 O        b'+1:lemma:2'
+-2.024414 O        b'+1:lemma:1'
+-2.949869 O        b'-1:lemma::'
+-3.377496 O        b'-1:lemma:_'
+

 ********** TRAINING AND TESTING REPORT **********
 Training file: training-data-set-70_v4.txt
 
-best params:{'c1': 0.06622541546379261, 'c2': 0.005803516535443396}
-best CV score:0.806003784483002
-model size: 0.08M
+best params:{'c1': 0.05263895498644954, 'c2': 0.02804820165832339}
+best CV score:0.7981312956863408
+model size: 0.09M
 
-Flat F1: 0.8138835387377452
+Flat F1: 0.7933473757323906
              precision    recall  f1-score   support
 
          OD      1.000     0.405     0.577        37
          pH      1.000     1.000     1.000        12
   Technique      0.952     0.909     0.930        22
-        Med      0.897     0.912     0.904        57
+        Med      0.891     0.860     0.875        57
        Temp      0.818     1.000     0.900        18
        Vess      0.000     0.000     0.000         0
        Agit      0.000     0.000     0.000         0
       Phase      1.000     0.947     0.973        19
-        Air      0.939     0.742     0.829        62
-       Anti      0.571     0.444     0.500         9
+        Air      0.754     0.742     0.748        62
+       Anti      1.000     0.667     0.800         9
      Strain      1.000     1.000     1.000         1
-      Gtype      0.876     0.802     0.837       106
+      Gtype      0.862     0.764     0.810       106
   Substrain      0.000     0.000     0.000         1
-       Supp      0.886     0.684     0.772       136
+       Supp      0.865     0.662     0.750       136
    Gversion      0.000     0.000     0.000         0
 
-avg / total      0.901     0.758     0.814       480
+avg / total      0.876     0.742     0.793       480
 
 
 Top likely transitions:
-Agit   -> Agit    6.855330
-OD     -> OD      6.403256
-Temp   -> Temp    5.890045
-Anti   -> Anti    5.766779
-Med    -> Med     5.604768
-Air    -> Air     4.967782
-O      -> O       4.848357
-Gversion -> Gversion 4.809684
-Gtype  -> Gtype   4.697823
-Phase  -> Phase   4.308635
-Supp   -> Supp    4.041417
-Technique -> Technique 3.913590
-pH     -> pH      2.570273
-O      -> Supp    1.615671
-Substrain -> Gtype   1.499561
-Gtype  -> Supp    1.421628
-O      -> Technique 1.327277
-O      -> Gtype   1.086040
-Air    -> O       0.813429
-Technique -> Air     0.731728
-O      -> Temp    0.588704
-O      -> Anti    0.562550
-Gtype  -> pH      0.228949
-Med    -> O       0.224698
-O      -> Gversion 0.210688
-Temp   -> O       0.172212
-O      -> Med     0.102170
-Gtype  -> Air     0.095373
-OD     -> Phase   0.013336
-Anti   -> OD      -0.004256
-O      -> OD      -0.004531
-Gtype  -> Gversion -0.009932
-Phase  -> O       -0.017336
-O      -> Phase   -0.028487
-Phase  -> Technique -0.066036
-Med    -> Air     -0.087994
-Gtype  -> Phase   -0.099971
-Supp   -> Gversion -0.157806
-Anti   -> O       -0.169383
-Supp   -> Temp    -0.179380
-Phase  -> Air     -0.231554
-Supp   -> OD      -0.255465
-Supp   -> Anti    -0.267111
-Technique -> O       -0.296565
-OD     -> Med     -0.297702
-Gtype  -> Med     -0.322957
-Technique -> pH      -0.337491
-Supp   -> O       -0.351378
-OD     -> Gtype   -0.357504
-Gtype  -> O       -0.378451
+OD     -> OD      5.994059
+Agit   -> Agit    5.826737
+Anti   -> Anti    5.330943
+Temp   -> Temp    5.278651
+Med    -> Med     5.155905
+Air    -> Air     5.151014
+O      -> O       4.730130
+Gversion -> Gversion 4.652874
+Gtype  -> Gtype   4.444237
+Phase  -> Phase   4.365358
+Supp   -> Supp    3.958563
+Technique -> Technique 3.244440
+pH     -> pH      2.428819
+Substrain -> Gtype   1.967210
+O      -> Supp    1.913743
+Gtype  -> Supp    1.740880
+Air    -> O       1.659369
+O      -> Gtype   1.420322
+O      -> Technique 1.309639
+Technique -> Air     1.158163
+O      -> Temp    0.988819
+O      -> Anti    0.871063
+Gtype  -> pH      0.641717
+Gtype  -> Air     0.619648
+Med    -> O       0.556187
+O      -> Strain  0.535992
+O      -> Gversion 0.475143
+OD     -> Phase   0.435748
+O      -> Vess    0.303971
+O      -> pH      0.293252
+Temp   -> O       0.145912
+Phase  -> O       0.144558
+O      -> Med     0.109253
+O      -> Phase   0.077950
+Supp   -> O       0.021525
+Technique -> Gversion -0.000001
+Gversion -> O       -0.000068
+Phase  -> Air     -0.004607
+OD     -> Temp    -0.005059
+Gversion -> Supp    -0.027403
+O      -> OD      -0.027425
+Gversion -> Technique -0.034949
+Gtype  -> Temp    -0.040921
+OD     -> Anti    -0.049114
+Phase  -> Med     -0.090487
+Air    -> Gtype   -0.096190
+Anti   -> Gtype   -0.108763
+Phase  -> Supp    -0.111803
+Gversion -> Air     -0.130125
+OD     -> Technique -0.144622
 
 
 Top unlikely transitions:
-O      -> Gtype   1.086040
-Air    -> O       0.813429
-Technique -> Air     0.731728
-O      -> Temp    0.588704
-O      -> Anti    0.562550
-Gtype  -> pH      0.228949
-Med    -> O       0.224698
-O      -> Gversion 0.210688
-Temp   -> O       0.172212
-O      -> Med     0.102170
-Gtype  -> Air     0.095373
-OD     -> Phase   0.013336
-Anti   -> OD      -0.004256
-O      -> OD      -0.004531
-Gtype  -> Gversion -0.009932
-Phase  -> O       -0.017336
-O      -> Phase   -0.028487
-Phase  -> Technique -0.066036
-Med    -> Air     -0.087994
-Gtype  -> Phase   -0.099971
-Supp   -> Gversion -0.157806
-Anti   -> O       -0.169383
-Supp   -> Temp    -0.179380
-Phase  -> Air     -0.231554
-Supp   -> OD      -0.255465
-Supp   -> Anti    -0.267111
-Technique -> O       -0.296565
-OD     -> Med     -0.297702
-Gtype  -> Med     -0.322957
-Technique -> pH      -0.337491
-Supp   -> O       -0.351378
-OD     -> Gtype   -0.357504
-Gtype  -> O       -0.378451
-Supp   -> Gtype   -0.415119
-Supp   -> Technique -0.546983
-Air    -> Supp    -0.580378
-Air    -> OD      -0.591958
-Technique -> Gtype   -0.721938
-OD     -> Air     -0.869884
-Agit   -> O       -0.874071
-Technique -> OD      -0.901946
-Gtype  -> OD      -0.968255
-Supp   -> Air     -0.992187
-OD     -> O       -1.076988
-Gtype  -> Anti    -1.093167
-O      -> Air     -1.094876
-Supp   -> Med     -1.350916
-Substrain -> O       -1.483392
-Phase  -> OD      -2.458856
-Med    -> Supp    -2.624787
+O      -> OD      -0.027425
+Gversion -> Technique -0.034949
+Gtype  -> Temp    -0.040921
+OD     -> Anti    -0.049114
+Phase  -> Med     -0.090487
+Air    -> Gtype   -0.096190
+Anti   -> Gtype   -0.108763
+Phase  -> Supp    -0.111803
+Gversion -> Air     -0.130125
+OD     -> Technique -0.144622
+Gtype  -> O       -0.160542
+Anti   -> Supp    -0.167912
+Technique -> O       -0.178664
+Med    -> Air     -0.260175
+Air    -> Supp    -0.311671
+Technique -> Supp    -0.328788
+Supp   -> pH      -0.334244
+Gtype  -> Phase   -0.336838
+OD     -> Supp    -0.350765
+Supp   -> Temp    -0.356972
+Supp   -> Anti    -0.385974
+Gtype  -> Technique -0.399293
+Phase  -> Technique -0.412086
+Air    -> Med     -0.416009
+Anti   -> OD      -0.424355
+Supp   -> Phase   -0.431186
+Supp   -> Gversion -0.522870
+Gtype  -> Gversion -0.540870
+OD     -> Gtype   -0.561901
+Air    -> OD      -0.573132
+Gtype  -> Med     -0.615085
+OD     -> Med     -0.650842
+Agit   -> O       -0.652718
+Temp   -> Med     -0.665555
+Supp   -> OD      -0.692627
+Supp   -> Air     -0.710531
+OD     -> Air     -0.714126
+Gtype  -> Anti    -0.719364
+O      -> Air     -0.739232
+Supp   -> Technique -0.742109
+OD     -> O       -0.790102
+Supp   -> Gtype   -0.840885
+Gtype  -> OD      -0.945945
+Substrain -> O       -1.070813
+Technique -> OD      -1.137041
+Technique -> pH      -1.137389
+Technique -> Gtype   -1.148877
+Supp   -> Med     -1.256562
+Med    -> Supp    -1.723937
+Phase  -> OD      -1.987759
 
 
 Top positive:
-9.234903 Supp     b'lemma:Iron'
-8.941229 Phase    b'lemma:stationary'
-8.612848 O        b'lemma:_'
-8.414915 Air      b'lemma:anaerobic'
-8.110054 Air      b'lemma:aerobic'
-7.668526 O        b'lemma:1'
-7.617369 Supp     b'lemma:nitrate'
-7.396629 Technique b'lemma:ChIP-exo'
-7.004694 O        b'lemma:rpob'
-6.951208 Strain   b'lemma:k-12'
-6.929222 Air      b'-1:lemma:ChIP-Seq'
-6.919087 Supp     b'lemma:pq'
-6.729357 Med      b'lemma:MOPS'
-6.630951 Technique b'lemma:chipseq'
-6.338936 Gversion b'lemma:asm584v2'
-6.275492 O        b'-1:lemma:tag'
-6.112382 Gtype    b'lemma:\xce\xb4cra'
-6.001427 O        b'lemma:3'
-5.997947 O        b'lemma:2'
-5.921853 O        b'lemma:\xcf\x8332'
-5.917190 Gtype    b'lemma:flag-tag'
-5.917190 Gtype    b'-1:lemma:c-terminal'
-5.881286 Substrain b'lemma:mg1655'
-5.839915 Phase    b'lemma:mid-log'
-5.810496 Air      b'lemma:Aerobic'
-5.761122 O        b'lemma:Custom'
-5.570827 O        b'lemma:rep1'
-5.482824 Med      b'lemma:LB'
-5.430575 Supp     b'+1:lemma:\xc2\xb5m'
-5.428880 O        b'lemma:rep2'
-5.402169 O        b'-1:lemma:ChIP-exo'
-5.366372 O        b'lemma:Cra'
-5.339186 Supp     b'lemma:nh4cl'
-5.259341 Gtype    b'lemma:arca8myc'
-5.256666 Gtype    b'lemma:type'
-5.250724 O        b'lemma:rep3'
-5.250467 Med      b'lemma:lb'
-5.157840 Supp     b'lemma:rifampicin'
-5.124923 O        b'lemma:b'
-5.111909 Gtype    b'lemma:delta-arca'
-5.091556 OD       b'+1:lemma:stationary'
-5.048220 Supp     b'lemma:glucose'
-5.001772 O        b'postag:IN'
-4.994648 Gversion b'lemma:nc'
-4.925252 Gtype    b'lemma:fnr8myc'
-4.905784 OD       b'lemma:od450'
-4.901181 Gtype    b'+1:lemma:type'
-4.837803 Technique b'lemma:rna-seq'
-4.828361 Gtype    b'lemma:wt'
-4.778406 O        b'lemma:a'
-4.678498 Supp     b'lemma:acetate'
-4.667864 Anti     b'lemma:none'
-4.612775 Technique b'lemma:rnaseq'
-4.597784 Supp     b'-1:lemma:Cra'
-4.596321 Technique b'lemma:ChIP-Seq'
-4.580488 O        b'-1:lemma:0.3-0.35'
-4.559265 Gtype    b'-1:lemma:\xe2\x88\x86'
-4.543048 Supp     b'lemma:no3'
-4.494990 Supp     b'lemma:Fe'
-4.475916 O        b'lemma:-'
-4.465899 Anti     b'lemma:seqa'
-4.445546 Gtype    b'lemma:delta-fnr'
-4.372585 OD       b'lemma:od600'
-4.346955 Technique b'lemma:chip-seq'
-4.301785 O        b'lemma:or'
-4.260295 Gtype    b'lemma:\xce\xb4fur'
-4.236090 O        b'lemma:for'
-4.225287 O        b'lemma:.'
-4.225287 O        b'postag:.'
-4.161720 Supp     b'lemma:dpd'
-4.122022 O        b'+1:lemma:od600'
-4.073219 Vess     b'lemma:flask'
-4.073219 Vess     b'-1:lemma:warm'
-4.068384 O        b'-1:lemma:anaerobic'
-4.063188 Supp     b'lemma:arginine'
-4.026011 O        b'-1:lemma:Aerobic'
-4.023826 O        b'postag::'
-4.014353 Med      b'+1:lemma:0.4'
-3.983642 O        b'lemma:chip'
-3.937745 O        b'lemma:CEL'
-3.912596 Supp     b'+1:lemma:1'
-3.911905 Anti     b'lemma:anti-myc'
-3.908162 O        b'-1:lemma:glucose'
-3.843811 Supp     b'lemma:fructose'
-3.821238 Gtype    b'lemma:nsrr'
-3.805915 Gversion b'-1:lemma:nc'
-3.773446 Gversion b'lemma:chip-seq'
-3.714736 Gtype    b'lemma:\xce\xb4ompr'
-3.700490 O        b'-1:lemma:type'
-3.624739 O        b'+1:postag:RB'
-3.602969 Strain   b'+1:lemma:substr'
-3.596045 Med      b'+1:lemma:minimal'
-3.588702 O        b'-1:lemma:lb'
-3.537935 O        b'+1:lemma:o.d.'
-3.533153 Gversion b'lemma:000913'
-3.531194 Temp     b'lemma:\xc2\xb0c'
-3.520259 pH       b'lemma:ph5'
-3.520259 pH       b'+1:lemma:.5'
-3.511450 Gtype    b'lemma:\xe2\x88\x86'
-3.509713 Technique b'-1:lemma:IP'
-3.496996 Med      b'lemma:m63'
-3.478233 Anti     b'+1:lemma:antibody'
-3.475022 Temp     b'-1:lemma:sample'
-3.455068 Supp     b'-1:lemma:+'
-3.449758 Anti     b'lemma:anti-rpos'
-3.439491 Supp     b'+1:lemma:2'
-3.415465 O        b'lemma:oxyr'
-3.385223 Gtype    b'lemma:wild-type'
-3.352842 O        b'postag:VBN'
-3.343983 Gtype    b'+1:lemma:ph5'
-3.343718 Air      b'postag:RB'
-3.343342 Supp     b'lemma:nacl'
-3.321016 Gtype    b'-1:lemma:ptac'
-3.317465 Gtype    b'-1:lemma:rpob'
-3.298959 O        b'lemma:with'
-3.236711 O        b'lemma:s'
-3.233948 Temp     b'-1:lemma:\xcf\x8332'
-3.232171 Supp     b'+1:lemma:hour'
-3.226682 O        b'-1:lemma:0.3'
-3.213829 Gversion b'lemma:u00096'
-3.213829 Gversion b'+1:lemma:.2'
-3.176657 O        b'lemma:ompr'
-3.173449 Gversion b'lemma:.2'
-3.173449 Gversion b'-1:lemma:u00096'
-3.148343 Gtype    b'+1:lemma:with'
-3.113186 O        b'lemma:at'
-3.099394 Gtype    b'lemma:\xce\xb4soxs'
-3.081492 Gtype    b'lemma:pk4854'
-3.081097 Supp     b'+1:lemma:_'
-3.076137 Air      b'lemma:Anaerobic'
-3.073681 O        b'lemma:Lrp'
-3.064586 Phase    b'+1:lemma:for'
-3.047746 O        b'+1:lemma:chip-seq'
-3.047210 Gtype    b'lemma:ptac'
-3.045585 Phase    b'-1:lemma:until'
-3.043072 O        b'-1:lemma:dpd'
-3.032395 Gtype    b'lemma:WT'
-3.021945 Technique b'+1:lemma:chip-exo'
-3.010904 Supp     b'lemma:iptg'
-3.001563 Anti     b'+1:lemma:polyclonal'
-2.979219 Supp     b'lemma:Leu'
-2.976675 O        b'lemma:chip-arca'
-2.972333 Gtype    b'lemma:deltaseqa'
-2.972333 Gtype    b'-1:lemma:old'
-2.971020 O        b'lemma:affyexp'
-2.960652 Air      b'lemma:anerobically'
-2.938684 Supp     b'+1:lemma:Deficient'
-2.913605 Technique b'-1:lemma:chip-exo'
-2.890017 O        b'lemma:argr'
-2.883731 O        b'+1:lemma:sparging'
-2.880763 Temp     b'-1:lemma:43'
-2.874818 Med      b'-1:lemma:ml'
-2.860187 pH       b'lemma:.5'
-2.860187 pH       b'-1:lemma:ph5'
-2.852362 Gtype    b'+1:lemma:pq'
-2.822626 O        b'lemma:soxs'
-2.822626 O        b'lemma:soxr'
-2.796727 Temp     b'lemma:43'
-2.764833 Med      b'lemma:L'
-2.764833 Med      b'+1:lemma:broth'
-2.762054 O        b'+1:postag:NNP'
-2.755377 O        b'-1:lemma:stpa'
-2.737365 Supp     b'-1:lemma:\xc2\xb5m'
-2.727294 Temp     b'lemma:37'
-2.708825 Med      b'-1:lemma:LB'
-2.705181 O        b'-1:lemma:\xc2\xb0c'
-2.692331 O        b'+1:lemma:pq'
-2.691434 Substrain b'+1:lemma:phtpg'
-2.690410 O        b'lemma:purr'
-2.677844 Technique b'+1:lemma:rna-seq'
-2.650316 Technique b'-1:lemma:input'
-2.638625 Supp     b'lemma:methanol'
-2.634944 Med      b'+1:lemma:contain'
-2.625097 Supp     b'lemma:Adenine'
-2.623356 O        b'-1:lemma:l1'
-2.607859 O        b'postag:DT'
-2.598485 Med      b'+1:lemma:2.0'
-2.589920 Gtype    b'-1:lemma:phtpg'
-2.581102 Med      b'lemma:glucose'
-2.575292 Temp     b'-1:lemma:37'
-2.558206 Gtype    b'lemma:\xce\xb4soxr'
-2.550759 Gtype    b'+1:lemma:flagtag'
-2.550220 Gtype    b'lemma:\xce\xb4oxyr'
-2.549389 Gtype    b'+1:lemma:aerobic'
-2.517172 Supp     b'lemma:leucine'
-2.411127 O        b'-1:lemma:media'
-2.376812 O        b'lemma:2-3'
-2.368251 Med      b'lemma:broth'
-2.368251 Med      b'-1:lemma:L'
-2.353760 Gtype    b'-1:lemma:_'
-2.331107 O        b'lemma:culture'
-2.315361 Med      b'postag:NNP'
-2.299371 O        b'lemma:Fur'
-2.288936 Supp     b'+1:lemma:iptg'
-2.280717 Air      b'lemma:anaerobically'
-2.278786 Air      b'-1:lemma:-'
-2.266514 O        b'lemma:genotype/variation'
-2.259722 OD       b'lemma:0.3'
-2.256007 Technique b'postag:NNP'
-2.224072 Air      b'+1:lemma:at'
+7.644011 O        b'lemma:_'
+6.383258 O        b'lemma:1'
+5.640911 Supp     b'lemma:Iron'
+5.580127 Air      b'lemma:anaerobic'
+5.538092 O        b'lemma:2'
+5.534391 Phase    b'lemma:stationary'
+5.531429 Strain   b'lemma:k-12'
+5.334010 Air      b'lemma:aerobic'
+5.315871 Technique b'lemma:ChIP-exo'
+5.203179 O        b'lemma:rpob'
+5.145510 Technique b'lemma:chipseq'
+5.013569 O        b'lemma:3'
+4.948545 Supp     b'lemma:pq'
+4.940685 Phase    b'lemma:mid-log'
+4.780713 O        b'postag:IN'
+4.581631 Supp     b'lemma:glucose'
+4.547719 O        b'lemma:rep1'
+4.536211 Supp     b'lemma:nh4cl'
+4.513208 Gtype    b'lemma:\xce\xb4cra'
+4.467672 Gversion b'lemma:asm584v2'
+4.425282 Substrain b'lemma:mg1655'
+4.379515 Supp     b'lemma:nitrate'
+4.372720 Air      b'-1:lemma:ChIP-Seq'
+4.334136 O        b'lemma:rep2'
+4.323892 Gtype    b'lemma:flag-tag'
+4.323892 Gtype    b'-1:lemma:c-terminal'
+4.316408 Gtype    b'lemma:wt'
+4.285662 O        b'-1:lemma:tag'
+4.263890 Gtype    b'lemma:arca8myc'
+4.176799 Supp     b'+1:lemma:\xc2\xb5m'
+4.127621 O        b'lemma:Cra'
+4.095187 Air      b'lemma:Aerobic'
+4.064385 O        b'lemma:rep3'
+4.064266 Med      b'lemma:LB'
+4.025844 Med      b'lemma:MOPS'
+4.002900 Gtype    b'-1:lemma:\xe2\x88\x86'
+3.910979 Supp     b'lemma:acetate'
+3.828208 O        b'lemma:b'
+3.803370 Med      b'lemma:lb'
+3.794793 Technique b'lemma:rna-seq'
+3.753341 O        b'lemma:Custom'
+3.719844 O        b'lemma:a'
+3.708016 Gtype    b'lemma:delta-arca'
+3.699048 O        b'postag::'
+3.664175 Supp     b'lemma:no3'
+3.664047 O        b'lemma:\xcf\x8332'
+3.607483 Supp     b'lemma:Fe'
+3.591964 O        b'lemma:.'
+3.591964 O        b'postag:.'
+3.579521 Anti     b'lemma:none'
+3.563841 Gtype    b'lemma:fnr8myc'
+3.562162 O        b'-1:lemma:ChIP-exo'
+3.561181 Technique b'lemma:chip-seq'
+3.510825 OD       b'lemma:od600'
+3.412358 O        b'+1:postag:RB'
+3.407419 Anti     b'lemma:seqa'
+3.382318 Gtype    b'lemma:\xe2\x88\x86'
+3.361106 O        b'-1:lemma:Aerobic'
+3.358125 Supp     b'lemma:rifampicin'
+3.350656 O        b'+1:lemma:od600'
+3.328644 O        b'lemma:CEL'
+3.323042 Technique b'lemma:rnaseq'
+3.290496 Supp     b'lemma:dpd'
+3.262134 OD       b'lemma:od450'
+3.253879 Supp     b'-1:lemma:Cra'
+3.220056 Gtype    b'lemma:type'
+3.206772 O        b'lemma:-'
+3.203626 Gversion b'lemma:nc'
+3.187192 Gtype    b'lemma:delta-fnr'
+3.177788 Gtype    b'+1:lemma:type'
+3.162794 O        b'lemma:with'
+3.147705 Gversion b'lemma:chip-seq'
+3.138667 Gtype    b'+1:lemma:with'
+3.108383 O        b'postag:VBN'
+3.087768 Supp     b'+1:lemma:1'
+3.068972 Med      b'+1:lemma:0.4'
+3.017094 Supp     b'+1:lemma:Deficient'
+3.016316 O        b'-1:lemma:0.3-0.35'
+2.982857 pH       b'lemma:ph5'
+2.982857 pH       b'+1:lemma:.5'
+2.980416 Gtype    b'lemma:nsrr'
+2.966737 Gtype    b'lemma:\xce\xb4fur'
+2.958372 Supp     b'lemma:fructose'
+2.936801 Technique b'lemma:ChIP-Seq'
+2.931957 Vess     b'lemma:flask'
+2.931957 Vess     b'-1:lemma:warm'
+2.915047 Supp     b'+1:lemma:2'
+2.894349 O        b'-1:lemma:anaerobic'
+2.885376 O        b'lemma:for'
+2.880024 Supp     b'lemma:arginine'
+2.839562 Gtype    b'lemma:wild-type'
+2.812453 Med      b'lemma:m63'
+2.747567 Technique b'-1:lemma:IP'
+2.716324 O        b'lemma:s'
+2.710552 O        b'lemma:or'
+2.702444 Anti     b'lemma:anti-myc'
+2.699635 Temp     b'lemma:\xc2\xb0c'
+2.695860 Anti     b'+1:lemma:antibody'
+2.689645 Supp     b'+1:lemma:_'
+2.688117 Gversion b'lemma:u00096'
+2.688117 Gversion b'+1:lemma:.2'
+2.683722 Air      b'postag:RB'
+2.679633 O        b'-1:lemma:glucose'
+2.678210 Gversion b'lemma:.2'
+2.678210 Gversion b'-1:lemma:u00096'
+2.667116 O        b'lemma:affyexp'
+2.664622 Gversion b'-1:lemma:nc'
+2.661661 O        b'-1:lemma:type'
+2.656183 O        b'lemma:oxyr'
+2.655810 O        b'-1:lemma:lb'
+2.647789 O        b'lemma:ompr'
+2.637892 O        b'lemma:chip-arca'
+2.603431 Med      b'+1:lemma:minimal'
+2.589326 Gtype    b'-1:lemma:ptac'
+2.588251 Gtype    b'lemma:WT'
+2.566964 Strain   b'+1:lemma:substr'
+2.543192 O        b'-1:lemma:stpa'
+2.539508 Gtype    b'+1:lemma:flagtag'
+2.514377 O        b'+1:lemma:pq'
+2.486626 Gtype    b'+1:lemma:pq'
+2.461810 OD       b'+1:lemma:stationary'
+2.450698 Gtype    b'lemma:\xce\xb4soxs'
+2.426559 Gtype    b'lemma:\xce\xb4ompr'
+2.397900 Gversion b'lemma:000913'
+2.394523 Supp     b'lemma:nacl'
+2.361674 O        b'lemma:argr'
+2.356992 Air      b'lemma:Anaerobic'
+2.355669 Temp     b'-1:lemma:43'
+2.353172 Med      b'+1:lemma:2.0'
+2.352039 O        b'+1:lemma:anti-fur'
+2.331818 O        b'+1:lemma:o.d.'
+2.323083 Temp     b'lemma:43'
+2.321749 Phase    b'+1:lemma:for'
+2.320521 O        b'lemma:purr'
+2.319735 pH       b'+1:postag:CD'
+2.319685 Temp     b'-1:lemma:37'
+2.310705 Supp     b'lemma:Leu'
+2.304466 Gtype    b'+1:lemma:ph5'
+2.301687 Gtype    b'lemma:pk4854'
+2.298021 Temp     b'-1:lemma:sample'
+2.282513 O        b'lemma:Lrp'
+2.279986 Gtype    b'lemma:deltaseqa'
+2.279986 Gtype    b'-1:lemma:old'
+2.277445 O        b'lemma:chip'
+2.262228 Supp     b'lemma:iptg'
+2.240490 Supp     b'+1:lemma:hour'
+2.233231 O        b'postag:SYM'
+2.231698 Technique b'-1:lemma:input'
+2.231669 O        b'lemma:Fur'
+2.229136 O        b'postag:CC'
+2.217992 Temp     b'lemma:37'
+2.213326 Gtype    b'lemma:ptac'
+2.205755 Temp     b'+1:lemma:\xc2\xb0c'
+2.205719 O        b'+1:lemma:chip-seq'
+2.201154 Technique b'-1:lemma:chip-exo'
+2.196645 Air      b'lemma:anaerobically'
+2.188408 Supp     b'-1:lemma:+'
+2.180623 Supp     b'lemma:methanol'
+2.171324 Supp     b'lemma:Adenine'
+2.152039 O        b'+1:lemma:mid-log'
+2.130944 Technique b'+1:lemma:chip-exo'
+2.125495 Substrain b'+1:lemma:phtpg'
+2.122905 Anti     b'lemma:anti-rpos'
+2.120769 Gtype    b'+1:lemma:aerobic'
+2.119993 O        b'postag:DT'
+2.097185 Air      b'-1:lemma:-'
+2.073983 Temp     b'-1:lemma:\xcf\x8332'
+2.068525 Gversion b'+1:lemma:000913'
+2.068199 OD       b'-1:lemma:~'
+2.065247 Med      b'+1:lemma:+'
+2.062691 Technique b'postag:NNP'
+2.062117 O        b'lemma:soxs'
+2.062117 O        b'lemma:soxr'
+2.060943 O        b'lemma:genotype/variation'
+2.059647 Gtype    b'-1:lemma:rpob'
+2.054988 Phase    b'-1:lemma:until'
+2.053193 pH       b'lemma:.5'
+2.053193 pH       b'-1:lemma:ph5'
+2.050691 Supp     b'-1:lemma:\xc2\xb5m'
+2.046419 Med      b'lemma:glucose'
+2.038553 O        b'-1:lemma:\xc2\xb0c'
+2.035969 Med      b'postag:NNP'
+2.034678 Phase    b'lemma:phase'
+2.030470 Phase    b'-1:lemma:mid-log'
+2.021890 Air      b'-1:postag::'
+2.005361 Air      b'-1:lemma:co2'
+1.997853 Supp     b'-1:lemma:with'
+1.995559 O        b'-1:lemma:0.3'
+1.991909 Gversion b'lemma:_'
+1.982945 Gtype    b'-1:lemma:_'
+1.980389 Med      b'lemma:L'
+1.980389 Med      b'+1:lemma:broth'
+1.966184 O        b'lemma:chip-fnr'
+1.958899 O        b'-1:lemma:l1'
+1.952668 Gtype    b'-1:lemma::'
+1.932594 O        b'postag:VBG'
+1.930427 Med      b'-1:lemma:ml'
+1.925115 O        b'lemma:culture'
+1.919503 Vess     b'-1:postag:VBN'
+1.917264 Supp     b'+1:lemma:and'
 
 
 Top negative:
--0.002409 Med      b'lemma:-lrb-'
--0.002765 O        b'+1:lemma:minimal'
--0.002819 Med      b'postag:-LRB-'
--0.002883 Supp     b'-1:lemma:-'
--0.003857 Agit     b'postag:NN'
--0.005100 Air      b'-1:lemma:anaerobically'
--0.007289 O        b'lemma:lb'
--0.010248 O        b'lemma:mg/ml'
--0.010248 O        b'-1:lemma:150'
--0.010774 Supp     b'+1:postag:CD'
--0.011526 Air      b'-1:lemma:95'
--0.011818 Air      b'-1:postag:CC'
--0.012619 Supp     b'lemma:mm'
--0.013393 O        b'-1:lemma:1'
--0.013525 O        b'+1:lemma:rep1'
--0.013581 Gtype    b'-1:postag:SYM'
--0.013782 OD       b'+1:lemma:-lrb-'
--0.015901 OD       b'-1:postag:DT'
--0.015963 O        b'-1:lemma:70'
--0.016924 OD       b'+1:postag:-LRB-'
--0.019258 O        b'lemma:m63'
--0.020349 Gversion b'-1:postag:NN'
--0.021440 OD       b'+1:lemma:0.4'
--0.022594 Air      b'-1:lemma:or'
--0.022941 OD       b'-1:lemma:a'
--0.026771 O        b'lemma:glucose'
--0.027346 O        b'+1:lemma:25'
--0.028054 OD       b'lemma:~'
--0.029216 Gtype    b'+1:lemma:cra'
--0.030932 Gtype    b'-1:postag:NN'
--0.031890 O        b'+1:lemma:~'
--0.033995 O        b'+1:lemma:95'
--0.035517 O        b'-1:lemma:-lrb-'
--0.036049 O        b'lemma:pahse'
--0.036135 O        b'lemma:purify'
--0.036681 Gtype    b'-1:postag:CD'
--0.038170 Med      b'-1:lemma:m63'
--0.042355 O        b'+1:lemma:antibody'
--0.042769 O        b'+1:lemma:0.4'
--0.043812 O        b'-1:lemma:25'
--0.050331 Phase    b'-1:lemma:at'
--0.051370 O        b'+1:lemma:5'
--0.052602 Phase    b'+1:postag:NN'
--0.053544 OD       b'+1:postag:CD'
--0.055596 O        b'+1:lemma:o2'
--0.056365 O        b'lemma:25'
--0.065474 O        b'-1:lemma:o2'
--0.070061 Gtype    b'-1:postag:DT'
--0.070234 O        b'-1:lemma:the'
--0.072402 O        b'+1:lemma:shake'
--0.079220 Strain   b'+1:postag:NN'
--0.079451 O        b'+1:lemma:grow'
--0.084137 Gtype    b'lemma:_'
--0.085976 O        b'+1:lemma:mm'
--0.093102 Med      b'+1:postag:CC'
--0.095082 Air      b'postag:CD'
--0.097194 O        b'lemma:o2'
--0.101822 O        b'-1:lemma:30'
--0.102523 O        b'-1:postag:VBN'
--0.107653 O        b'lemma:cell'
--0.112633 Supp     b'-1:postag:NN'
--0.116970 O        b'lemma:grow'
--0.120130 O        b'lemma:30'
--0.121820 Supp     b'+1:postag:IN'
--0.124237 Supp     b'-1:postag:NNP'
--0.125482 O        b'-1:lemma:mm'
--0.128019 O        b'+1:lemma:300'
--0.129344 O        b'lemma:\xc2\xb0c'
--0.144557 Med      b'-1:postag:NN'
--0.144770 O        b'-1:postag:IN'
--0.146162 O        b'-1:lemma:of'
--0.149674 Gtype    b'+1:lemma:\xe2\x88\x86'
--0.154228 OD       b'postag:JJ'
--0.167420 O        b'lemma:n2'
--0.171707 O        b'lemma:co2'
--0.172528 O        b'lemma:medium'
--0.179654 Med      b'+1:postag:NNS'
--0.184135 O        b'-1:lemma:n2'
--0.189770 O        b'+1:lemma:-rrb-'
--0.192678 O        b'lemma:aerobically'
--0.195762 O        b'-1:lemma:with'
--0.196208 O        b'-1:lemma:ml'
--0.204813 Gtype    b'-1:lemma:mg1655'
--0.205462 O        b'lemma:mg1655'
--0.206806 O        b'-1:lemma:e.'
--0.207893 O        b'lemma:minimal'
--0.224766 Temp     b'postag:JJ'
--0.225885 O        b'+1:lemma:.'
--0.225885 O        b'+1:postag:.'
--0.227519 O        b'lemma:e.'
--0.236166 O        b'-1:lemma:rifampicin'
--0.247403 O        b'-1:lemma:0.2'
--0.259717 Phase    b'-1:postag:NN'
--0.263053 Supp     b'lemma:and'
--0.270443 O        b'-1:postag:-LRB-'
--0.283380 O        b'-1:lemma:um'
--0.283380 O        b'+1:lemma:paraquat'
--0.289228 Med      b'postag:CD'
--0.290905 O        b'-1:lemma:0.1'
--0.295102 OD       b'+1:lemma:and'
--0.300641 O        b'-1:lemma:until'
--0.306863 O        b'+1:lemma:phase'
--0.322631 O        b'lemma:phase'
--0.347838 O        b'+1:lemma:until'
--0.351130 O        b'+1:lemma:_'
--0.365836 O        b'-1:lemma:\xe2\x88\x86'
--0.367298 Anti     b'+1:postag:JJ'
--0.375233 Gtype    b'postag:CD'
--0.377830 Supp     b'postag:CC'
--0.381771 O        b'postag:RB'
--0.385165 Technique b'-1:lemma::'
--0.387729 O        b'+1:postag:IN'
--0.405861 O        b'+1:postag:-RRB-'
--0.419130 O        b'-1:lemma:from'
--0.425366 O        b'-1:lemma:od600'
--0.432532 O        b'-1:lemma:cra'
--0.441409 Temp     b'postag:NN'
--0.447218 O        b'+1:lemma:arginine'
--0.454986 O        b'+1:lemma:%'
--0.469664 Med      b'+1:postag:IN'
--0.481296 Technique b'-1:postag::'
--0.482628 Gversion b'+1:postag:NN'
--0.484056 O        b'-1:lemma:grow'
--0.485046 pH       b'postag:NN'
--0.490017 Med      b'+1:postag:NN'
--0.496154 O        b'lemma:od600'
--0.500947 Supp     b'+1:postag:VBN'
--0.517928 O        b'+1:lemma:cell'
--0.520851 O        b'-1:lemma:sample'
--0.520873 OD       b'+1:postag:CC'
--0.521577 O        b'+1:lemma:\xc2\xb0c'
--0.525190 Anti     b'+1:lemma:anti-fur'
--0.527700 O        b'-1:lemma:mid-log'
--0.533028 O        b'lemma:dissolve'
--0.550892 O        b'lemma:150'
--0.550892 O        b'+1:lemma:mg/ml'
--0.551731 Phase    b'-1:postag:JJ'
--0.571169 O        b'+1:lemma:0.3'
--0.600234 O        b'postag:VBP'
--0.623446 O        b'lemma:anaerobic'
--0.655760 Gtype    b'lemma:delta'
--0.668609 Supp     b'+1:lemma:rifampicin'
--0.673715 O        b'lemma:\xce\xb4fur'
--0.724036 OD       b'+1:postag:NN'
--0.742000 O        b'+1:postag:NNS'
--0.743016 O        b'+1:lemma:c'
--0.767018 O        b'-1:lemma:~'
--0.767765 Air      b'-1:postag:JJ'
--0.779655 O        b'lemma:media'
--0.790170 O        b'lemma:\xe2\x88\x86'
--0.816065 O        b'lemma:fecl2'
--0.817183 O        b'lemma:dpd'
--0.835270 O        b'lemma:0.3'
--0.843288 OD       b'lemma:-lrb-'
--0.853171 O        b'+1:lemma:fecl2'
--0.889568 O        b'lemma:0.2'
--0.905209 OD       b'postag:-LRB-'
--0.911568 O        b'lemma:anaerobically'
--0.915420 O        b'lemma:of'
--0.950583 Temp     b'+1:lemma:to'
--0.950583 Temp     b'+1:postag:TO'
--0.951305 O        b'lemma:20'
--0.951858 O        b'-1:lemma:co2'
--1.045949 O        b'lemma:0.1'
--1.056174 O        b'+1:lemma:supplement'
--1.088532 Supp     b'+1:lemma:acetate'
--1.092708 O        b'+1:postag:VBG'
--1.103190 O        b'-1:postag:VBG'
--1.119328 O        b'lemma:2h'
--1.119328 O        b'-1:lemma:additional'
--1.131219 Supp     b'-1:lemma:%'
--1.142227 O        b'-1:lemma:rpob'
--1.149700 O        b'lemma:mid-log'
--1.157098 Med      b'-1:postag:IN'
--1.158833 O        b'-1:lemma:dissolve'
--1.158833 O        b'+1:lemma:methanol'
--1.159433 O        b'-1:postag::'
--1.197832 Air      b'postag:NN'
--1.224684 O        b'-1:lemma:37'
--1.250547 O        b'+1:lemma:g/l'
--1.287510 O        b'+1:lemma:at'
--1.343885 O        b'+1:lemma:+'
--1.550316 Air      b'+1:postag:JJ'
--1.550420 O        b'+1:lemma:in'
--1.655179 O        b'-1:lemma:IP'
--1.671646 Anti     b'postag:NNP'
--1.676942 O        b'lemma:37'
--1.709933 O        b'lemma:rifampicin'
--1.740594 O        b'-1:lemma:nsrr'
--1.813332 O        b'lemma:wt'
--1.837591 Supp     b'postag:JJ'
--1.875538 O        b'-1:lemma:ompr'
--1.956251 O        b'+1:lemma:hour'
--2.104216 O        b'-1:lemma:2'
--2.173171 Phase    b'postag:JJ'
--2.198016 O        b'+1:lemma:2'
--2.302343 O        b'lemma:methanol'
--2.686054 O        b'+1:lemma:1'
--3.664514 O        b'-1:lemma:_'
--4.711592 O        b'-1:lemma::'
+-0.017822 O        b'+1:lemma:or'
+-0.020587 OD       b'+1:lemma:-lrb-'
+-0.021122 Supp     b'-1:lemma:-'
+-0.021949 Air      b'-1:postag:CC'
+-0.024119 Gtype    b'+1:lemma:2'
+-0.033734 O        b'lemma:25'
+-0.035304 OD       b'+1:postag:CD'
+-0.036590 O        b'+1:lemma:25'
+-0.037058 Gtype    b'-1:postag:NNP'
+-0.039077 O        b'-1:postag:IN'
+-0.044840 OD       b'+1:postag:-LRB-'
+-0.045413 O        b'+1:lemma:mm'
+-0.045740 O        b'+1:lemma:-lcb-'
+-0.046719 O        b'-1:lemma:the'
+-0.047082 O        b'+1:lemma:grow'
+-0.048829 O        b'lemma:mg/ml'
+-0.048829 O        b'-1:lemma:150'
+-0.049033 Air      b'postag:CC'
+-0.054246 Gtype    b'+1:lemma:b'
+-0.057570 O        b'+1:lemma:from'
+-0.060387 O        b'+1:lemma:phase'
+-0.065418 O        b'+1:lemma:strain'
+-0.068947 O        b'-1:lemma:delta'
+-0.070877 O        b'+1:lemma:mg1655'
+-0.071913 O        b'lemma:medium'
+-0.073052 OD       b'+1:lemma:0.4'
+-0.083440 O        b'+1:lemma:o2'
+-0.083866 Supp     b'-1:postag:NNP'
+-0.086428 O        b'lemma:cell'
+-0.091253 O        b'-1:lemma:with'
+-0.092801 O        b'-1:lemma:of'
+-0.096980 O        b'+1:lemma:5'
+-0.102374 O        b'-1:postag:DT'
+-0.109084 Med      b'-1:postag:NN'
+-0.110663 O        b'+1:lemma:-rrb-'
+-0.111886 O        b'-1:lemma:iptg'
+-0.115712 O        b'+1:lemma:shake'
+-0.116030 OD       b'lemma:~'
+-0.118522 O        b'+1:lemma:antibody'
+-0.128341 Phase    b'+1:postag:NN'
+-0.134706 Gversion b'+1:postag:NN'
+-0.136331 Gtype    b'+1:lemma:cra'
+-0.136540 Gtype    b'+1:postag:NNS'
+-0.140781 Med      b'+1:postag:NN'
+-0.141957 O        b'-1:lemma:fresh'
+-0.142025 Technique b'-1:lemma::'
+-0.149157 O        b'lemma:o2'
+-0.156748 O        b'-1:lemma:25'
+-0.157167 O        b'-1:lemma:mm'
+-0.158228 O        b'-1:lemma:chip-exo'
+-0.160848 O        b'+1:lemma:b'
+-0.164065 Phase    b'-1:lemma:at'
+-0.166899 O        b'+1:lemma:until'
+-0.170597 Supp     b'+1:lemma:glucose'
+-0.179542 Med      b'+1:postag:NNS'
+-0.182950 O        b'-1:lemma:n2'
+-0.183589 O        b'lemma:nacl'
+-0.187748 Supp     b'lemma:and'
+-0.194897 Air      b'-1:lemma:or'
+-0.195731 O        b'-1:lemma:e.'
+-0.198544 O        b'-1:lemma:grow'
+-0.202051 O        b'-1:postag:VBN'
+-0.206509 Anti     b'+1:postag:JJ'
+-0.209400 Supp     b'-1:lemma:and'
+-0.216443 O        b'-1:lemma:-lrb-'
+-0.219626 Supp     b'+1:postag:IN'
+-0.222298 O        b'+1:lemma:0.4'
+-0.224028 Supp     b'-1:postag:VBG'
+-0.227080 Gtype    b'postag:CD'
+-0.240844 O        b'+1:lemma:_'
+-0.248019 O        b'+1:lemma:.'
+-0.248019 O        b'+1:postag:.'
+-0.252029 O        b'lemma:n2'
+-0.254610 O        b'lemma:30'
+-0.266756 Temp     b'-1:lemma:\xc2\xb0c'
+-0.270952 O        b'lemma:co2'
+-0.272046 O        b'lemma:grow'
+-0.282947 O        b'lemma:\xc2\xb0c'
+-0.283749 O        b'-1:lemma:um'
+-0.283749 O        b'+1:lemma:paraquat'
+-0.285506 O        b'-1:postag:-LRB-'
+-0.286217 OD       b'+1:postag:CC'
+-0.286759 Gtype    b'-1:postag:CD'
+-0.288124 pH       b'postag:NN'
+-0.308133 O        b'lemma:e.'
+-0.310367 O        b'-1:lemma:mid-log'
+-0.312184 O        b'-1:lemma:20'
+-0.313374 Air      b'postag:CD'
+-0.319126 O        b'lemma:minimal'
+-0.319471 Supp     b'postag:CC'
+-0.340367 O        b'lemma:phase'
+-0.348342 O        b'+1:lemma:cell'
+-0.348640 O        b'-1:lemma:g/l'
+-0.348662 Temp     b'postag:JJ'
+-0.352296 O        b'-1:lemma:0.1'
+-0.359633 O        b'-1:lemma:from'
+-0.362174 O        b'+1:lemma:%'
+-0.363822 O        b'postag:RB'
+-0.381740 Supp     b'+1:postag:VBN'
+-0.396234 O        b'-1:lemma:rifampicin'
+-0.397794 Med      b'-1:postag:IN'
+-0.400686 O        b'lemma:mg1655'
+-0.402514 Gtype    b'lemma:_'
+-0.409362 O        b'-1:lemma:30'
+-0.421905 Gtype    b'-1:postag:SYM'
+-0.422755 O        b'+1:postag:IN'
+-0.428375 O        b'lemma:m63'
+-0.433573 O        b'+1:postag:-RRB-'
+-0.446895 Temp     b'postag:NN'
+-0.463213 O        b'+1:lemma:rep1'
+-0.476889 O        b'+1:lemma:Aerobic'
+-0.478443 Gtype    b'lemma:delta'
+-0.482787 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.485877 O        b'lemma:lb'
+-0.514632 O        b'-1:lemma:until'
+-0.518078 Gtype    b'-1:postag:DT'
+-0.525623 O        b'lemma:media'
+-0.525890 Technique b'-1:postag::'
+-0.549894 Supp     b'-1:lemma:%'
+-0.558083 O        b'-1:lemma:o2'
+-0.565131 Temp     b'+1:lemma:to'
+-0.565131 Temp     b'+1:postag:TO'
+-0.574257 OD       b'+1:lemma:and'
+-0.594559 OD       b'+1:postag:NN'
+-0.604948 O        b'-1:lemma:od600'
+-0.612232 O        b'+1:lemma:arginine'
+-0.614534 O        b'lemma:purify'
+-0.619152 O        b'lemma:150'
+-0.619152 O        b'+1:lemma:mg/ml'
+-0.621956 OD       b'lemma:-lrb-'
+-0.622235 O        b'-1:lemma:cra'
+-0.632733 Med      b'+1:postag:IN'
+-0.667988 O        b'+1:lemma:\xc2\xb0c'
+-0.701676 O        b'+1:lemma:0.3'
+-0.702720 Anti     b'+1:lemma:anti-fur'
+-0.715537 O        b'+1:lemma:300'
+-0.717529 O        b'-1:lemma:\xe2\x88\x86'
+-0.723154 O        b'+1:postag:NNS'
+-0.743940 O        b'lemma:of'
+-0.750458 OD       b'postag:-LRB-'
+-0.756537 O        b'lemma:dissolve'
+-0.780462 O        b'lemma:od600'
+-0.795527 O        b'lemma:0.1'
+-0.801265 O        b'+1:lemma:c'
+-0.803646 O        b'lemma:20'
+-0.821445 O        b'-1:lemma:1'
+-0.826457 O        b'-1:lemma:~'
+-0.832694 O        b'lemma:dpd'
+-0.832795 Supp     b'+1:lemma:rifampicin'
+-0.871325 O        b'-1:lemma:0.2'
+-0.881067 O        b'-1:lemma:co2'
+-0.888371 Phase    b'postag:JJ'
+-0.896433 Supp     b'+1:lemma:acetate'
+-0.904708 Air      b'-1:postag:JJ'
+-0.921787 O        b'lemma:\xe2\x88\x86'
+-0.945637 O        b'-1:postag:VBG'
+-0.954150 O        b'+1:lemma:fecl2'
+-0.973569 O        b'lemma:0.3'
+-0.992597 O        b'lemma:anaerobic'
+-1.028824 O        b'lemma:anaerobically'
+-1.041899 O        b'lemma:0.2'
+-1.042250 O        b'lemma:k-12'
+-1.074389 O        b'+1:lemma:supplement'
+-1.076645 O        b'lemma:2h'
+-1.076645 O        b'-1:lemma:additional'
+-1.091822 O        b'-1:lemma:dissolve'
+-1.091822 O        b'+1:lemma:methanol'
+-1.154399 O        b'lemma:mid-log'
+-1.157754 O        b'lemma:\xce\xb4fur'
+-1.158951 OD       b'postag:JJ'
+-1.162611 O        b'+1:lemma:g/l'
+-1.185695 O        b'+1:lemma:in'
+-1.190815 Phase    b'-1:postag:JJ'
+-1.231014 O        b'lemma:fecl2'
+-1.238272 O        b'+1:postag:VBG'
+-1.266384 O        b'lemma:37'
+-1.270093 O        b'postag:VBP'
+-1.297913 O        b'-1:lemma:rpob'
+-1.310368 O        b'+1:lemma:at'
+-1.315321 O        b'-1:lemma:sample'
+-1.439337 O        b'-1:lemma:37'
+-1.450525 O        b'-1:lemma:ml'
+-1.462231 O        b'-1:postag::'
+-1.474342 O        b'-1:lemma:ompr'
+-1.487270 O        b'lemma:wt'
+-1.575446 Supp     b'postag:JJ'
+-1.641300 Air      b'+1:postag:JJ'
+-1.665695 Air      b'postag:NN'
+-1.677781 O        b'-1:lemma:IP'
+-1.786584 O        b'+1:lemma:+'
+-1.796122 Anti     b'postag:NNP'
+-1.854444 O        b'lemma:rifampicin'
+-1.946910 O        b'-1:lemma:nsrr'
+-1.979248 O        b'lemma:methanol'
+-2.077182 O        b'-1:lemma:2'
+-2.088516 O        b'+1:lemma:hour'
+-2.183645 O        b'+1:lemma:2'
+-2.789864 O        b'+1:lemma:1'
+-3.511399 O        b'-1:lemma::'
+-3.697135 O        b'-1:lemma:_'
 

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.34336652460986966, 'c2': 0.023606219975479584}
+best CV score:0.8168890593472544
+model size: 0.09M
+
+Flat F1: 0.8128223676488701
+             precision    recall  f1-score   support
+
+         OD      0.652     0.405     0.500        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.917     1.000     0.957        22
+        Med      1.000     0.860     0.925        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.789     0.882        19
+        Air      0.793     0.742     0.767        62
+       Anti      0.900     1.000     0.947         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.933     0.783     0.851       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.887     0.691     0.777       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.885     0.758     0.813       480
+
+
+Top likely transitions:
+OD     -> OD      6.265824
+Agit   -> Agit    5.869478
+Temp   -> Temp    5.488519
+Med    -> Med     5.144823
+Air    -> Air     4.771777
+Supp   -> Supp    4.593228
+Anti   -> Anti    4.550151
+Gversion -> Gversion 4.348826
+Gtype  -> Gtype   4.225492
+Technique -> Technique 3.988233
+O      -> O       3.774876
+Phase  -> Phase   3.702756
+Gtype  -> Supp    1.903024
+pH     -> pH      1.848213
+O      -> Supp    1.594685
+O      -> Technique 0.980723
+Air    -> O       0.980311
+O      -> Gtype   0.683784
+Med    -> O       0.581107
+Substrain -> Gtype   0.524869
+Technique -> Air     0.483765
+OD     -> Phase   0.447540
+Supp   -> O       0.422763
+Temp   -> O       0.383324
+Gtype  -> pH      0.198547
+O      -> Anti    0.179783
+Gtype  -> Air     0.052812
+O      -> Agit    -0.004958
+Technique -> pH      -0.041609
+Anti   -> O       -0.097695
+Gtype  -> O       -0.117083
+Technique -> O       -0.151878
+Phase  -> OD      -0.322970
+O      -> Air     -0.457974
+OD     -> O       -0.476767
+Substrain -> O       -0.946090
+Med    -> Supp    -0.949223
+Agit   -> O       -1.116660
+
+
+Top unlikely transitions:
+OD     -> OD      6.265824
+Agit   -> Agit    5.869478
+Temp   -> Temp    5.488519
+Med    -> Med     5.144823
+Air    -> Air     4.771777
+Supp   -> Supp    4.593228
+Anti   -> Anti    4.550151
+Gversion -> Gversion 4.348826
+Gtype  -> Gtype   4.225492
+Technique -> Technique 3.988233
+O      -> O       3.774876
+Phase  -> Phase   3.702756
+Gtype  -> Supp    1.903024
+pH     -> pH      1.848213
+O      -> Supp    1.594685
+O      -> Technique 0.980723
+Air    -> O       0.980311
+O      -> Gtype   0.683784
+Med    -> O       0.581107
+Substrain -> Gtype   0.524869
+Technique -> Air     0.483765
+OD     -> Phase   0.447540
+Supp   -> O       0.422763
+Temp   -> O       0.383324
+Gtype  -> pH      0.198547
+O      -> Anti    0.179783
+Gtype  -> Air     0.052812
+O      -> Agit    -0.004958
+Technique -> pH      -0.041609
+Anti   -> O       -0.097695
+Gtype  -> O       -0.117083
+Technique -> O       -0.151878
+Phase  -> OD      -0.322970
+O      -> Air     -0.457974
+OD     -> O       -0.476767
+Substrain -> O       -0.946090
+Med    -> Supp    -0.949223
+Agit   -> O       -1.116660
+
+
+Top positive:
+6.357696 Air      b'word:Aerobic'
+5.077540 Air      b'lemma:anaerobic'
+4.552250 Anti     b'-2:lemma:antibody'
+4.360948 O        b'-2:lemma:_'
+4.109534 Supp     b'lemma:nh4cl'
+4.096460 Technique b'word:ChIP-Seq'
+3.897866 O        b'-2:lemma:flagtag'
+3.611278 Gtype    b'-2:lemma:genotype/variation'
+3.568906 O        b'postag:IN'
+3.460895 O        b'lemma:_'
+3.460895 O        b'word:_'
+3.428391 O        b'lemma:1'
+3.428391 O        b'word:1'
+3.423275 Technique b'lemma:rna-seq'
+3.314745 Med      b'word:LB'
+3.281392 Technique b'word:ChIP-exo'
+3.278176 O        b'-1:lemma:ChIP-exo'
+3.237196 O        b'lemma:rpob'
+3.237196 O        b'word:RpoB'
+3.225531 Supp     b'lemma:nitrate'
+3.225531 Supp     b'word:nitrate'
+3.161794 O        b'postag::'
+3.139068 Air      b'word:Anaerobic'
+3.139066 O        b'+2:lemma:\xc2\xb0c'
+3.077701 Gtype    b'lemma:type'
+3.077701 Gtype    b'word:type'
+3.075219 Technique b'word:ChIPSeq'
+2.840391 O        b'lemma:2'
+2.840391 O        b'word:2'
+2.815117 Gtype    b'-2:lemma:delta'
+2.722376 O        b'lemma:3'
+2.722376 O        b'word:3'
+2.706348 O        b'word:Cra'
+2.634028 O        b'+1:postag:RB'
+2.495581 Substrain b'lemma:mg1655'
+2.495581 Substrain b'word:MG1655'
+2.448736 Med      b'+2:lemma:with'
+2.443674 Gtype    b'-2:lemma:affyexp'
+2.381962 O        b'lemma:.'
+2.381962 O        b'postag:.'
+2.381962 O        b'word:.'
+2.367230 Strain   b'lemma:k-12'
+2.367230 Strain   b'word:K-12'
+2.361973 Gtype    b'lemma:wild-type'
+2.355120 Phase    b'lemma:mid-log'
+2.355120 Phase    b'word:mid-log'
+2.319375 Gtype    b'-2:lemma:genotype'
+2.302990 Supp     b'lemma:no3'
+2.302990 Supp     b'word:NO3'
+2.291837 Med      b'lemma:MOPS'
+2.291837 Med      b'word:MOPS'
+2.228985 Technique b'lemma:ChIP-exo'
+2.205076 Supp     b'-2:lemma:supplement'
+2.202918 Supp     b'+1:lemma:\xc2\xb5m'
+2.202918 Supp     b'+1:word:\xc2\xb5M'
+2.172606 Gtype    b'+1:lemma:type'
+2.172606 Gtype    b'+1:word:type'
+2.164705 Gtype    b'+2:lemma:glucose'
+2.129804 Gtype    b'-1:lemma:\xe2\x88\x86'
+2.129804 Gtype    b'-1:word:\xe2\x88\x86'
+2.103445 Anti     b'+2:lemma:antibody'
+2.089681 Air      b'postag:RB'
+2.074019 Technique b'+2:lemma:ph5'
+2.072624 O        b'+2:lemma:fructose'
+2.067658 OD       b'lemma:od600'
+2.067658 OD       b'word:OD600'
+2.038104 Supp     b'-2:lemma:shake'
+2.013357 Supp     b'lemma:Iron'
+2.013357 Supp     b'word:Iron'
+2.013357 Supp     b'+1:word:Deficient'
+2.013357 Supp     b'-2:lemma:Anaerobic'
+1.980749 O        b'+1:word:ChIP-Seq'
+1.962748 O        b'postag:CC'
+1.930693 Supp     b'lemma:pq'
+1.930693 Supp     b'word:PQ'
+1.924374 O        b'-1:word:Aerobic'
+1.923374 O        b'word:A'
+1.922702 O        b'lemma:b'
+1.922702 O        b'word:B'
+1.917919 Supp     b'-2:lemma:purr'
+1.903045 O        b'+1:postag:NNP'
+1.888802 O        b'+1:postag:VBP'
+1.886279 Gtype    b'lemma:wt'
+1.882619 Phase    b'-2:lemma:phase'
+1.877260 Phase    b'lemma:stationary'
+1.877260 Phase    b'word:stationary'
+1.875788 O        b'-2:lemma:~'
+1.867119 O        b'postag:DT'
+1.857025 Technique b'lemma:chipseq'
+1.833096 O        b'postag:VBN'
+1.829071 Gversion b'-2:lemma:nc'
+1.818881 Gtype    b'word:WT'
+1.787639 O        b'lemma:culture'
+1.786961 O        b'-1:lemma:tag'
+1.786604 Gtype    b'postag:-RRB-'
+1.737297 Supp     b'-1:word:Cra'
+1.734300 O        b'-2:lemma:mg/ml'
+1.722597 O        b'-2:lemma:medium'
+1.711409 Technique b'lemma:rnaseq'
+1.711409 Technique b'word:RNASeq'
+1.696030 O        b'lemma:chip'
+1.694223 O        b'lemma:-'
+1.694223 O        b'word:-'
+1.694171 Supp     b'-2:lemma:for'
+1.691174 O        b'lemma:Custom'
+1.691174 O        b'word:Custom'
+1.681320 O        b'word:Lrp'
+1.673790 Gtype    b'postag:JJ'
+1.647891 O        b'isLower'
+1.643397 Gtype    b'lemma:nsrr'
+1.643397 Gtype    b'word:NsrR'
+1.632308 Supp     b'lemma:arginine'
+1.604616 O        b'lemma:a'
+1.600294 Gtype    b'lemma:\xce\xb4cra'
+1.596463 Gtype    b'word:\xce\x94cra'
+1.580527 Med      b'+2:lemma:b2'
+1.575286 O        b'-1:lemma:lb'
+1.556401 Temp     b'-1:word:sample'
+1.544845 O        b'+2:lemma:polyclonal'
+1.543849 Med      b'isUpper'
+1.541896 Supp     b'+2:lemma:rifampicin'
+1.535125 Supp     b'lemma:glucose'
+1.535125 Supp     b'word:glucose'
+1.524619 pH       b'+1:postag:CD'
+1.521913 Supp     b'-1:postag:CC'
+1.517190 O        b'+2:lemma:chipseq'
+1.503740 Supp     b'-2:lemma:Lrp'
+1.457179 O        b'-2:lemma:co2'
+1.447917 O        b'-1:lemma:anaerobic'
+1.447594 Temp     b'-1:lemma:sample'
+1.439709 Gtype    b'lemma:\xe2\x88\x86'
+1.439709 Gtype    b'word:\xe2\x88\x86'
+1.437966 Temp     b'isNumber'
+1.431128 Supp     b'lemma:acetate'
+1.431128 Supp     b'word:acetate'
+1.427889 Supp     b'+1:lemma:2'
+1.427889 Supp     b'+1:word:2'
+1.392397 Gversion b'lemma:nc'
+1.392397 Gversion b'word:NC'
+1.390556 pH       b'lemma:ph5'
+1.390556 pH       b'+1:lemma:.5'
+1.390556 pH       b'word:pH5'
+1.390556 pH       b'+1:word:.5'
+1.384470 Supp     b'lemma:iptg'
+1.384470 Supp     b'word:IPTG'
+1.365812 O        b'-2:lemma:\xe2\x88\x86'
+1.364153 Air      b'+2:postag:NNP'
+1.333446 Gtype    b'+1:lemma:with'
+1.333446 Gtype    b'+1:word:with'
+1.324361 Gtype    b'-2:postag::'
+1.306165 O        b'+2:postag:JJ'
+1.289867 Gtype    b'-2:postag:DT'
+1.281577 Gversion b'lemma:chip-seq'
+1.270110 Gversion b'+2:lemma:000913'
+1.267124 Vess     b'lemma:flask'
+1.267124 Vess     b'-1:lemma:warm'
+1.267124 Vess     b'word:flask'
+1.267124 Vess     b'-1:word:warmed'
+1.267124 Vess     b'-2:lemma:pre'
+1.267124 Vess     b'+2:lemma:43'
+1.263332 O        b'+1:postag::'
+1.249814 O        b'isNumber'
+1.246752 Air      b'-2:postag:CD'
+1.242966 Supp     b'+1:lemma:1'
+1.242966 Supp     b'+1:word:1'
+1.216506 Supp     b'lemma:fructose'
+1.216506 Supp     b'word:fructose'
+1.209634 Med      b'lemma:media'
+1.209634 Med      b'word:media'
+1.202005 O        b'-1:lemma:media'
+1.202005 O        b'-1:word:media'
+1.199774 Med      b'+2:lemma:medium'
+1.187094 Gtype    b'-1:lemma:rpob'
+1.187094 Gtype    b'-1:word:RpoB'
+1.183792 Supp     b'lemma:dpd'
+1.183792 Supp     b'word:DPD'
+1.180639 Air      b'+2:lemma:37'
+1.176560 Anti     b'+1:lemma:antibody'
+1.176560 Anti     b'+1:word:antibody'
+1.169611 O        b'-1:word:tag'
+1.165769 Gtype    b'lemma:flag-tag'
+1.165769 Gtype    b'-1:lemma:c-terminal'
+1.165769 Gtype    b'word:Flag-tag'
+1.165769 Gtype    b'-1:word:C-terminal'
+1.164325 Agit     b'-2:postag:IN'
+1.148652 O        b'-2:lemma:mid-log'
+1.147844 Gtype    b'postag:NN'
+1.145961 Phase    b'isLower'
+1.133253 O        b'-2:lemma:ChIP-Seq'
+1.129704 Temp     b'-2:lemma:\xcf\x8332'
+1.125804 Med      b'+1:lemma:0.4'
+1.125804 Med      b'+1:word:0.4'
+1.122954 Temp     b'isUpper'
+1.117074 Temp     b'lemma:43'
+1.117074 Temp     b'word:43'
+1.113876 Med      b'+1:postag:JJ'
+1.094450 Air      b'-1:lemma:ChIP-Seq'
+1.094450 Air      b'-1:word:ChIP-Seq'
+1.088461 Air      b'-2:lemma:IP'
+1.083576 Supp     b'+1:lemma:_'
+
+
+Top negative:
+-0.031330 O        b'-1:word:~'
+-0.033235 Air      b'+2:lemma:and'
+-0.033826 Air      b'-2:lemma:n2'
+-0.033868 Temp     b'+1:lemma:to'
+-0.033868 Temp     b'+1:postag:TO'
+-0.033868 Temp     b'+1:word:to'
+-0.034239 O        b'-2:lemma:-lrb-'
+-0.034758 OD       b'+2:postag:CD'
+-0.034948 O        b'+2:lemma:reference'
+-0.046088 Air      b'-1:postag:RB'
+-0.047770 Temp     b'+2:lemma:to'
+-0.047770 Temp     b'+2:postag:TO'
+-0.048579 O        b'-1:lemma:rpob'
+-0.048579 O        b'-1:word:RpoB'
+-0.051599 Supp     b'+1:lemma:-rrb-'
+-0.051599 Supp     b'+1:word:-RRB-'
+-0.055182 O        b'+2:lemma:anaerobically'
+-0.055535 Air      b'-1:lemma:,'
+-0.055535 Air      b'-1:postag:,'
+-0.055535 Air      b'-1:word:,'
+-0.056326 OD       b'+1:postag:CD'
+-0.059220 O        b'+1:word:cells'
+-0.061552 O        b'+1:word:ChIP-exo'
+-0.064402 O        b'lemma:fecl2'
+-0.064402 O        b'word:FeCl2'
+-0.066340 Supp     b'+1:postag:-RRB-'
+-0.068654 Air      b'-2:postag:CC'
+-0.073218 Temp     b'isLower'
+-0.075683 O        b'-2:lemma:%'
+-0.080063 Supp     b'postag:CC'
+-0.081265 O        b'-1:lemma:the'
+-0.081974 Air      b'postag:CD'
+-0.082604 O        b'-2:lemma:anaerobically'
+-0.084445 Gtype    b'-2:postag:IN'
+-0.085948 O        b'lemma:grow'
+-0.086016 O        b'lemma:20'
+-0.086016 O        b'word:20'
+-0.087663 OD       b'+2:postag:-LRB-'
+-0.088450 pH       b'postag:NN'
+-0.089437 O        b'-1:word:the'
+-0.090217 O        b'+1:lemma:mg1655'
+-0.090217 O        b'+1:word:MG1655'
+-0.090497 O        b'+1:lemma:300'
+-0.090497 O        b'+1:word:300'
+-0.091900 O        b'+1:lemma:fecl2'
+-0.091900 O        b'+1:word:FeCl2'
+-0.091900 O        b'-2:lemma:0.1'
+-0.095208 Air      b'+2:postag:IN'
+-0.097435 O        b'+1:postag:-RRB-'
+-0.102615 Gtype    b'+2:lemma:,'
+-0.102615 Gtype    b'+2:postag:,'
+-0.104429 O        b'-1:lemma:iptg'
+-0.104429 O        b'-1:word:IPTG'
+-0.104998 O        b'+1:lemma:.'
+-0.104998 O        b'+1:postag:.'
+-0.104998 O        b'+1:word:.'
+-0.107677 O        b'lemma:k-12'
+-0.107677 O        b'word:K-12'
+-0.113262 O        b'-2:lemma:cell'
+-0.116418 Supp     b'-2:postag:IN'
+-0.122812 O        b'+2:lemma:-rrb-'
+-0.124242 Supp     b'-1:postag:NNP'
+-0.126377 Anti     b'+1:lemma:anti-fur'
+-0.126377 Anti     b'+1:word:anti-Fur'
+-0.154570 O        b'-1:postag:-LRB-'
+-0.156192 O        b'-2:postag:VBG'
+-0.158047 O        b'-2:postag:-LRB-'
+-0.163530 Phase    b'-2:postag:NN'
+-0.165038 O        b'-1:postag:VBN'
+-0.172203 O        b'-2:lemma:to'
+-0.172203 O        b'-2:postag:TO'
+-0.175281 O        b'+2:lemma:b'
+-0.177331 O        b'-2:lemma::'
+-0.178997 O        b'-1:lemma:37'
+-0.178997 O        b'-1:word:37'
+-0.180982 Supp     b'isUpper'
+-0.196878 O        b'lemma:dissolve'
+-0.196878 O        b'word:dissolved'
+-0.196878 O        b'+2:lemma:methanol'
+-0.207471 Gtype    b'-1:postag:NN'
+-0.209158 Air      b'isLower'
+-0.211564 O        b'+2:lemma:mg1655'
+-0.216055 O        b'+1:lemma:phase'
+-0.216055 O        b'+1:word:phase'
+-0.218804 Anti     b'+2:lemma:polyclonal'
+-0.225020 Temp     b'-2:postag:NN'
+-0.226672 O        b'+1:lemma:g/l'
+-0.226672 O        b'+1:word:g/L'
+-0.236399 O        b'-2:lemma:minimal'
+-0.242119 Technique b'isNumber'
+-0.243045 Air      b'+1:postag:JJ'
+-0.244256 Supp     b'-2:postag:NN'
+-0.247335 O        b'lemma:2h'
+-0.247335 O        b'-1:lemma:additional'
+-0.247335 O        b'word:2h'
+-0.247335 O        b'-1:word:additional'
+-0.249741 Air      b'-1:postag:JJ'
+-0.253398 O        b'+1:word:hours'
+-0.261331 O        b'-2:lemma:50'
+-0.267379 O        b'+1:lemma:supplement'
+-0.267379 O        b'+1:word:supplemented'
+-0.268909 O        b'word:WT'
+-0.273891 O        b'+2:postag:RB'
+-0.274312 O        b'lemma:anaerobically'
+-0.274312 O        b'word:anaerobically'
+-0.295438 Phase    b'isUpper'
+-0.297401 O        b'+2:lemma:+'
+-0.299315 O        b'-1:lemma:co2'
+-0.299315 O        b'-1:word:CO2'
+-0.310768 O        b'-1:lemma:IP'
+-0.310768 O        b'-1:word:IP'
+-0.319418 Anti     b'+2:postag:JJ'
+-0.325955 Supp     b'+2:lemma:-rrb-'
+-0.334787 Med      b'+1:postag:NN'
+-0.341329 O        b'lemma:37'
+-0.341329 O        b'word:37'
+-0.342615 O        b'-1:lemma:dissolve'
+-0.342615 O        b'+1:lemma:methanol'
+-0.342615 O        b'-1:word:dissolved'
+-0.342615 O        b'+1:word:methanol'
+-0.346343 O        b'+1:postag:NNS'
+-0.346399 Agit     b'isUpper'
+-0.361710 O        b'lemma:methanol'
+-0.361710 O        b'word:methanol'
+-0.361710 O        b'-2:lemma:dissolve'
+-0.365689 O        b'+2:postag:-RRB-'
+-0.371703 O        b'lemma:media'
+-0.371703 O        b'word:media'
+-0.375913 Med      b'+1:postag:IN'
+-0.375941 O        b'-2:lemma:supplement'
+-0.389209 O        b'-1:lemma:nsrr'
+-0.389209 O        b'-1:word:NsrR'
+-0.391437 Phase    b'postag:JJ'
+-0.407412 O        b'-2:lemma:IP'
+-0.420031 Supp     b'+2:postag:NNS'
+-0.428280 O        b'lemma:glucose'
+-0.428280 O        b'word:glucose'
+-0.431094 O        b'-2:postag:RB'
+-0.438906 Supp     b'+2:postag:-RRB-'
+-0.441532 O        b'lemma:wt'
+-0.462990 OD       b'lemma:-lrb-'
+-0.462990 OD       b'word:-LRB-'
+-0.468593 O        b'-2:lemma:a'
+-0.475940 O        b'+1:postag:VBG'
+-0.483738 Gtype    b'isUpper'
+-0.485302 OD       b'-2:postag:JJ'
+-0.500326 O        b'+2:lemma:medium'
+-0.515103 O        b'-2:postag:DT'
+-0.547995 O        b'+1:lemma:in'
+-0.547995 O        b'+1:word:in'
+-0.556608 O        b'lemma:rifampicin'
+-0.556608 O        b'word:rifampicin'
+-0.582146 OD       b'isNumber'
+-0.583100 O        b'-1:postag:IN'
+-0.592764 O        b'lemma:phase'
+-0.592764 O        b'word:phase'
+-0.595239 O        b'lemma:mid-log'
+-0.595239 O        b'word:mid-log'
+-0.605400 O        b'lemma:of'
+-0.605400 O        b'word:of'
+-0.607669 O        b'-1:lemma:grow'
+-0.614149 Temp     b'postag:NN'
+-0.632028 Supp     b'+2:lemma:2'
+-0.641055 Supp     b'-2:postag:JJ'
+-0.646532 OD       b'+1:postag:NN'
+-0.649552 O        b'-1:lemma:sample'
+-0.673065 O        b'-2:lemma:rpob'
+-0.685360 Supp     b'+2:postag:NN'
+-0.718536 Gversion b'isLower'
+-0.726489 O        b'+2:lemma:rifampicin'
+-0.728168 Med      b'-2:postag:VBN'
+-0.728191 O        b'-1:postag::'
+-0.732227 O        b'-1:lemma:2'
+-0.732227 O        b'-1:word:2'
+-0.751907 Technique b'isLower'
+-0.756257 O        b'+1:postag:IN'
+-0.788494 O        b'postag:RB'
+-0.793328 O        b'+1:lemma:at'
+-0.793328 O        b'+1:word:at'
+-0.803395 Med      b'-1:postag:NN'
+-0.840583 O        b'-1:postag:VBG'
+-0.849074 O        b'word:cells'
+-0.860641 O        b'+2:lemma:mid-log'
+-0.885639 Gtype    b'isLower'
+-0.907497 OD       b'postag:-LRB-'
+-0.937466 O        b'-2:lemma:rifampicin'
+-0.975829 Gtype    b'isNumber'
+-1.088007 O        b'-2:lemma:phase'
+-1.095557 Air      b'postag:NN'
+-1.113735 O        b'+1:lemma:2'
+-1.113735 O        b'+1:word:2'
+-1.264849 Anti     b'postag:NNP'
+-1.412293 O        b'+1:lemma:1'
+-1.412293 O        b'+1:word:1'
+-1.493591 Supp     b'postag:JJ'
+-1.991234 O        b'-1:lemma::'
+-1.991234 O        b'-1:word::'
+-2.151194 Supp     b'+2:postag:CD'
+-2.386492 O        b'-1:lemma:_'
+-2.386492 O        b'-1:word:_'
+

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.18334620784152844, 'c2': 0.008065728975440238}
+best CV score:0.7992328667891142
+model size: 0.06M
+
+Flat F1: 0.7861345162985679
+             precision    recall  f1-score   support
+
+         OD      1.000     0.405     0.577        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.800     0.842     0.821        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.895     0.944        19
+        Air      0.939     0.742     0.829        62
+       Anti      0.571     0.444     0.500         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.866     0.792     0.828       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.802     0.654     0.721       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.863     0.738     0.786       480
+
+
+Top likely transitions:
+Agit   -> Agit    6.441317
+OD     -> OD      6.198142
+Temp   -> Temp    5.464759
+Anti   -> Anti    5.428002
+Med    -> Med     5.387458
+Air    -> Air     5.209961
+Phase  -> Phase   4.695053
+O      -> O       4.548631
+Gversion -> Gversion 4.547965
+Gtype  -> Gtype   4.475060
+Supp   -> Supp    4.114913
+Technique -> Technique 4.082736
+pH     -> pH      1.944903
+O      -> Supp    1.807640
+Air    -> O       1.622322
+Gtype  -> Supp    1.534817
+Substrain -> Gtype   1.344174
+O      -> Technique 1.336522
+O      -> Gtype   1.245629
+O      -> Anti    0.936139
+Technique -> Air     0.714948
+O      -> Temp    0.637848
+Med    -> O       0.459165
+O      -> Gversion 0.360936
+Temp   -> O       0.204109
+OD     -> Phase   0.159046
+O      -> Med     0.104640
+Supp   -> O       0.075713
+Phase  -> O       0.056846
+Gtype  -> pH      0.037916
+O      -> Strain  0.016408
+O      -> OD      -0.000411
+Technique -> O       -0.074489
+OD     -> Air     -0.121140
+Technique -> Gtype   -0.135273
+Gtype  -> Med     -0.165067
+Supp   -> Air     -0.232833
+Technique -> OD      -0.233483
+Gtype  -> O       -0.424837
+Gtype  -> Anti    -0.430777
+OD     -> O       -0.542516
+Supp   -> Med     -0.717785
+O      -> Air     -0.775058
+Agit   -> O       -0.784243
+Gtype  -> OD      -0.845217
+Substrain -> O       -1.160866
+Med    -> Supp    -1.461608
+Phase  -> OD      -1.657661
+
+
+Top unlikely transitions:
+Agit   -> Agit    6.441317
+OD     -> OD      6.198142
+Temp   -> Temp    5.464759
+Anti   -> Anti    5.428002
+Med    -> Med     5.387458
+Air    -> Air     5.209961
+Phase  -> Phase   4.695053
+O      -> O       4.548631
+Gversion -> Gversion 4.547965
+Gtype  -> Gtype   4.475060
+Supp   -> Supp    4.114913
+Technique -> Technique 4.082736
+pH     -> pH      1.944903
+O      -> Supp    1.807640
+Air    -> O       1.622322
+Gtype  -> Supp    1.534817
+Substrain -> Gtype   1.344174
+O      -> Technique 1.336522
+O      -> Gtype   1.245629
+O      -> Anti    0.936139
+Technique -> Air     0.714948
+O      -> Temp    0.637848
+Med    -> O       0.459165
+O      -> Gversion 0.360936
+Temp   -> O       0.204109
+OD     -> Phase   0.159046
+O      -> Med     0.104640
+Supp   -> O       0.075713
+Phase  -> O       0.056846
+Gtype  -> pH      0.037916
+O      -> Strain  0.016408
+O      -> OD      -0.000411
+Technique -> O       -0.074489
+OD     -> Air     -0.121140
+Technique -> Gtype   -0.135273
+Gtype  -> Med     -0.165067
+Supp   -> Air     -0.232833
+Technique -> OD      -0.233483
+Gtype  -> O       -0.424837
+Gtype  -> Anti    -0.430777
+OD     -> O       -0.542516
+Supp   -> Med     -0.717785
+O      -> Air     -0.775058
+Agit   -> O       -0.784243
+Gtype  -> OD      -0.845217
+Substrain -> O       -1.160866
+Med    -> Supp    -1.461608
+Phase  -> OD      -1.657661
+
+
+Top positive:
+8.540612 Supp     b'lemma:Iron'
+8.329515 O        b'lemma:_'
+7.954212 Air      b'lemma:anaerobic'
+7.558303 Air      b'lemma:aerobic'
+7.425659 Supp     b'lemma:nitrate'
+7.188063 O        b'lemma:1'
+7.151953 Technique b'lemma:ChIP-exo'
+6.868721 Phase    b'lemma:stationary'
+6.736734 Strain   b'lemma:k-12'
+6.164335 O        b'lemma:rpob'
+6.164166 Air      b'-1:lemma:ChIP-Seq'
+6.145220 Phase    b'lemma:mid-log'
+6.083537 O        b'lemma:2'
+6.046633 Technique b'lemma:chipseq'
+5.843991 Substrain b'lemma:mg1655'
+5.625605 Gversion b'lemma:asm584v2'
+5.595675 Supp     b'lemma:pq'
+5.579787 O        b'lemma:3'
+5.528331 Gtype    b'lemma:type'
+5.458452 O        b'-1:lemma:ChIP-exo'
+5.389356 Med      b'lemma:MOPS'
+5.261442 O        b'-1:lemma:tag'
+5.221290 Gtype    b'lemma:\xce\xb4cra'
+5.207575 O        b'lemma:\xcf\x8332'
+5.185393 OD       b'lemma:od600'
+5.129342 O        b'lemma:Custom'
+5.077322 O        b'lemma:rep1'
+5.062790 Air      b'lemma:Aerobic'
+5.039230 Gtype    b'lemma:flag-tag'
+5.039230 Gtype    b'-1:lemma:c-terminal'
+4.960492 O        b'lemma:b'
+4.944484 Med      b'lemma:LB'
+4.895657 O        b'lemma:rep2'
+4.895123 Gversion b'lemma:nc'
+4.892927 O        b'postag:IN'
+4.878845 Supp     b'+1:lemma:\xc2\xb5m'
+4.777473 Supp     b'lemma:nh4cl'
+4.733229 O        b'lemma:rep3'
+4.700693 Technique b'lemma:ChIP-Seq'
+4.522919 Gtype    b'-1:lemma:\xe2\x88\x86'
+4.506447 O        b'lemma:a'
+4.486239 Gtype    b'lemma:delta-arca'
+4.484173 Gtype    b'+1:lemma:type'
+4.469270 Temp     b'-1:lemma:sample'
+4.466501 Gtype    b'lemma:arca8myc'
+4.444728 O        b'lemma:Cra'
+4.370578 Supp     b'lemma:glucose'
+4.315203 Technique b'lemma:rna-seq'
+4.281493 O        b'postag::'
+4.229592 Gtype    b'lemma:wt'
+4.150659 Supp     b'lemma:Fe'
+4.147004 OD       b'lemma:od450'
+4.134772 O        b'-1:lemma:Aerobic'
+4.128050 Gtype    b'lemma:fnr8myc'
+4.061029 Med      b'lemma:lb'
+3.983457 Gversion b'-1:lemma:nc'
+3.979082 Anti     b'lemma:none'
+3.866545 Gtype    b'lemma:delta-fnr'
+3.851958 Supp     b'lemma:acetate'
+3.765754 Supp     b'lemma:dpd'
+3.751043 Gtype    b'lemma:\xe2\x88\x86'
+3.745952 Technique b'lemma:chip-seq'
+3.717926 Supp     b'lemma:no3'
+3.687851 Supp     b'lemma:arginine'
+3.686242 Anti     b'lemma:seqa'
+3.685360 O        b'lemma:.'
+3.685360 O        b'postag:.'
+3.654301 O        b'+1:lemma:od600'
+3.652925 Technique b'lemma:rnaseq'
+3.626342 Gtype    b'lemma:\xce\xb4fur'
+3.609455 Gtype    b'lemma:nsrr'
+3.595076 O        b'-1:lemma:0.3-0.35'
+3.582662 O        b'lemma:-'
+3.473034 Supp     b'lemma:rifampicin'
+3.422494 Gtype    b'lemma:wild-type'
+3.383395 Supp     b'lemma:fructose'
+3.373092 O        b'+1:postag:RB'
+3.370884 Vess     b'lemma:flask'
+3.370884 Vess     b'-1:lemma:warm'
+3.350883 Med      b'+1:lemma:0.4'
+3.305547 O        b'-1:lemma:type'
+3.282833 Anti     b'+1:lemma:antibody'
+3.274554 O        b'lemma:CEL'
+3.202139 Gtype    b'lemma:\xce\xb4ompr'
+3.201589 pH       b'lemma:ph5'
+3.201589 pH       b'+1:lemma:.5'
+3.179454 OD       b'+1:lemma:stationary'
+3.176547 Strain   b'+1:lemma:substr'
+3.170822 O        b'-1:lemma:glucose'
+3.142788 Technique b'+1:lemma:chip-exo'
+3.131035 Med      b'lemma:m63'
+3.104780 Gversion b'lemma:chip-seq'
+3.102061 O        b'lemma:chip'
+3.089303 Med      b'+1:lemma:minimal'
+3.068476 O        b'-1:lemma:0.3'
+3.053453 O        b'-1:lemma:anaerobic'
+2.941730 Gtype    b'+1:lemma:with'
+2.941090 Temp     b'-1:lemma:\xcf\x8332'
+2.924228 O        b'lemma:or'
+2.920487 Gversion b'lemma:u00096'
+2.920487 Gversion b'+1:lemma:.2'
+2.919801 Anti     b'lemma:anti-myc'
+2.909988 Gtype    b'+1:lemma:pq'
+2.906926 O        b'postag:VBN'
+2.903384 Air      b'lemma:anaerobically'
+2.892016 Technique b'-1:lemma:IP'
+2.855009 Temp     b'-1:lemma:37'
+2.841195 Gtype    b'-1:lemma:ptac'
+2.840168 Gtype    b'+1:lemma:ph5'
+2.824282 O        b'lemma:with'
+2.811989 Supp     b'-1:lemma:Cra'
+2.803863 Supp     b'+1:lemma:1'
+2.775638 Gtype    b'-1:lemma:rpob'
+2.742550 Gversion b'lemma:.2'
+2.742550 Gversion b'-1:lemma:u00096'
+2.725585 Supp     b'lemma:nacl'
+2.718890 O        b'postag:CC'
+2.663906 Med      b'lemma:media'
+2.648781 Supp     b'+1:lemma:2'
+2.634231 O        b'+1:postag:NNP'
+2.619387 Anti     b'lemma:anti-rpos'
+2.617733 Med      b'-1:lemma:ml'
+2.607952 O        b'lemma:s'
+2.604146 Med      b'+1:lemma:2.0'
+2.596931 Supp     b'lemma:iptg'
+2.582684 O        b'lemma:oxyr'
+2.582365 Supp     b'-1:lemma:+'
+2.553826 Technique b'-1:lemma:chip-exo'
+2.553515 Temp     b'-1:lemma:43'
+2.539094 Gtype    b'lemma:pk4854'
+2.536990 Gversion b'lemma:000913'
+2.536605 O        b'postag:DT'
+2.518305 O        b'+1:lemma:chip-seq'
+2.477235 Supp     b'-1:lemma:\xc2\xb5m'
+2.471748 Gtype    b'+1:lemma:flagtag'
+2.466305 O        b'+1:lemma:pq'
+2.452553 Supp     b'+1:lemma:_'
+2.440883 O        b'-1:lemma:lb'
+2.436674 Gtype    b'lemma:\xce\xb4soxs'
+2.430228 pH       b'lemma:.5'
+2.430228 pH       b'-1:lemma:ph5'
+2.426250 O        b'-1:lemma:l1'
+2.384757 Temp     b'lemma:43'
+2.377779 O        b'lemma:for'
+2.359688 Temp     b'lemma:\xc2\xb0c'
+2.350893 O        b'postag:VBG'
+2.345463 Supp     b'lemma:Leu'
+2.342569 Gtype    b'lemma:ptac'
+2.329995 Med      b'lemma:L'
+2.329995 Med      b'+1:lemma:broth'
+2.326782 Air      b'postag:RB'
+2.308974 O        b'lemma:Lrp'
+2.261997 O        b'-1:lemma:stpa'
+2.261829 O        b'lemma:affyexp'
+2.235812 OD       b'-1:lemma:~'
+2.218246 Med      b'lemma:glucose'
+2.195328 Gtype    b'lemma:deltaseqa'
+2.195328 Gtype    b'-1:lemma:old'
+2.183473 Air      b'-1:lemma:-'
+2.179368 O        b'+1:lemma:sparging'
+2.167113 O        b'lemma:ompr'
+2.162481 Gtype    b'-1:lemma:nsrr'
+2.144923 O        b'lemma:chip-arca'
+2.136602 Phase    b'+1:lemma:for'
+2.135598 Supp     b'+1:lemma:hour'
+2.135317 Med      b'+1:lemma:supplement'
+2.126541 Gtype    b'+1:lemma:_'
+2.123397 O        b'-1:lemma:media'
+2.105149 O        b'+1:lemma:o.d.'
+2.089279 Phase    b'-1:lemma:until'
+2.080166 Supp     b'lemma:20'
+2.074063 O        b'lemma:Fur'
+2.064834 Technique b'-1:lemma:input'
+2.043986 Gtype    b'-1:lemma:phtpg'
+2.037910 Supp     b'+1:lemma:Deficient'
+2.037801 Supp     b'-1:lemma:with'
+2.030413 Med      b'+1:lemma:g/l'
+2.023253 O        b'-1:lemma:\xc2\xb0c'
+2.015889 O        b'lemma:culture'
+2.012914 Supp     b'lemma:Adenine'
+1.961151 O        b'lemma:condition'
+1.959484 OD       b'lemma:0.3'
+1.954444 O        b'lemma:at'
+1.926198 Gtype    b'lemma:WT'
+1.917991 Med      b'+1:lemma:+'
+1.914469 Technique b'+1:lemma:rna-seq'
+1.908781 O        b'+1:lemma:mid-log'
+1.905871 Supp     b'+1:lemma:and'
+1.900742 Med      b'-1:lemma:glucose'
+1.887953 O        b'lemma:soxs'
+1.887953 O        b'lemma:soxr'
+1.887594 OD       b'+1:lemma:phase'
+1.885281 O        b'lemma:purr'
+1.881926 O        b'lemma:argr'
+1.870206 Supp     b'lemma:methanol'
+1.855988 Air      b'lemma:Anaerobic'
+1.848701 Temp     b'lemma:37'
+1.821308 OD       b'-1:lemma:about'
+1.790114 Vess     b'-1:postag:VBN'
+1.778495 Substrain b'+1:lemma:phtpg'
+
+
+Top negative:
+0.008475 O        b'+1:lemma:source'
+0.008182 Supp     b'-1:postag:VBN'
+0.007577 OD       b'lemma:0.3-0.35'
+0.006822 O        b'-1:lemma:escherichia'
+0.006285 Gtype    b'+1:lemma:ryhb'
+0.006132 O        b'lemma:250'
+0.006049 Gtype    b'lemma:-rcb-'
+0.005285 Supp     b'-1:postag:NN'
+0.004330 Air      b'-1:postag:RB'
+0.003915 O        b'-1:lemma:total'
+0.003749 O        b'+1:lemma:total'
+0.003385 OD       b'-1:lemma:coli'
+0.003150 Med      b'+1:lemma:,'
+0.003150 Med      b'+1:postag:,'
+0.002999 Supp     b'-1:lemma:1g/l'
+0.002933 Air      b'-1:lemma:,'
+0.002933 Air      b'-1:postag:,'
+0.002755 Gtype    b'+1:postag:CD'
+0.002753 O        b'lemma:fructose'
+0.002509 O        b'lemma:fresh'
+0.002233 O        b'-1:lemma:no3'
+0.001827 O        b'-1:lemma:95'
+0.001712 Gtype    b'+1:lemma:chip'
+0.001566 Phase    b'+1:postag:RB'
+0.001444 O        b'-1:lemma:l2'
+0.001388 O        b'-1:postag:DT'
+0.001213 Phase    b'-1:postag:IN'
+0.001197 Phase    b'+1:lemma:aerobically'
+0.000889 O        b'lemma:contain'
+0.000863 Gversion b'-1:postag::'
+0.000854 Temp     b'-1:postag:NN'
+0.000693 O        b'lemma:total'
+0.000497 Gtype    b'lemma:input'
+0.000476 O        b'+1:lemma:wash'
+0.000274 Agit     b'+1:postag:NN'
+0.000249 Temp     b'-1:postag:NNS'
+0.000240 O        b'lemma:minute'
+0.000192 O        b'lemma:w0002'
+0.000188 Supp     b'+1:postag:JJ'
+0.000170 O        b'lemma:95'
+0.000154 O        b'-1:postag:VBD'
+0.000117 Gtype    b'postag::'
+0.000115 O        b'+1:lemma:for'
+0.000056 O        b'-1:lemma:Fur'
+0.000047 Air      b'+1:postag::'
+0.000047 O        b'-1:lemma:in'
+0.000045 O        b'lemma:hour'
+0.000020 O        b'-1:lemma:be'
+0.000020 Supp     b'+1:lemma:respiratory'
+0.000003 O        b'+1:lemma:ChIP-Seq'
+0.000000 Phase    b'-1:lemma:to'
+0.000000 Phase    b'-1:postag:TO'
+-0.000012 O        b'+1:lemma:phase'
+-0.000031 O        b'lemma:\xc2\xb0c'
+-0.000095 O        b'+1:lemma:c'
+-0.000192 OD       b'-1:lemma:a'
+-0.000224 OD       b'+1:lemma:0.4'
+-0.000561 OD       b'-1:postag:DT'
+-0.000675 O        b'lemma:anaerobic'
+-0.001077 Gtype    b'+1:lemma:2'
+-0.001543 Supp     b'lemma:and'
+-0.001755 Air      b'-1:lemma:aerobically'
+-0.002433 O        b'+1:lemma:aerobically'
+-0.002622 OD       b'+1:postag:-LRB-'
+-0.003351 O        b'lemma:o2'
+-0.003461 Supp     b'lemma:mm'
+-0.003669 Med      b'+1:postag:IN'
+-0.003709 OD       b'postag:IN'
+-0.003711 O        b'-1:lemma:mm'
+-0.004712 O        b'-1:postag:-RRB-'
+-0.005352 Supp     b'+1:lemma:-rrb-'
+-0.005698 Supp     b'+1:postag:-RRB-'
+-0.006752 O        b'+1:lemma:grow'
+-0.010187 Air      b'-1:lemma:and'
+-0.010327 Med      b'postag:JJ'
+-0.011310 O        b'-1:postag:VBN'
+-0.014869 Gtype    b'-1:postag:NNP'
+-0.017264 O        b'+1:lemma:rep1'
+-0.019988 O        b'-1:lemma:1'
+-0.020468 Air      b'postag:CC'
+-0.024010 O        b'-1:lemma:,'
+-0.024010 O        b'-1:postag:,'
+-0.032490 Air      b'+1:postag:-LRB-'
+-0.038677 Air      b'+1:lemma:-lrb-'
+-0.042409 Gtype    b'-1:postag:NN'
+-0.045287 O        b'+1:lemma:0.4'
+-0.048558 OD       b'postag:JJ'
+-0.052074 O        b'-1:lemma:e.'
+-0.054143 O        b'+1:lemma:or'
+-0.055074 O        b'+1:lemma:\xc2\xb0c'
+-0.057686 Gtype    b'-1:postag:CD'
+-0.059261 O        b'lemma:grow'
+-0.064670 Air      b'-1:postag:CC'
+-0.085677 Phase    b'-1:postag:NN'
+-0.088185 O        b'+1:lemma:300'
+-0.091727 O        b'-1:lemma:o2'
+-0.094970 O        b'lemma:n2'
+-0.095466 O        b'-1:lemma:0.1'
+-0.100732 O        b'-1:lemma:30'
+-0.104433 O        b'+1:lemma:arginine'
+-0.107064 O        b'+1:lemma:5'
+-0.119788 Med      b'postag:CD'
+-0.121641 O        b'+1:lemma:until'
+-0.126774 OD       b'+1:postag:CD'
+-0.129423 Anti     b'+1:postag:JJ'
+-0.131961 Supp     b'+1:postag:VBN'
+-0.134047 Supp     b'postag:CC'
+-0.137677 Gtype    b'postag:CD'
+-0.149809 O        b'-1:lemma:from'
+-0.150140 Temp     b'postag:JJ'
+-0.157105 O        b'-1:lemma:-lrb-'
+-0.163836 O        b'+1:lemma:.'
+-0.163836 O        b'+1:postag:.'
+-0.176704 O        b'lemma:co2'
+-0.183646 O        b'-1:lemma:cra'
+-0.186855 Med      b'+1:postag:NN'
+-0.194451 O        b'+1:lemma:-rrb-'
+-0.195654 O        b'lemma:\xce\xb4fur'
+-0.204517 O        b'+1:postag:IN'
+-0.207835 O        b'-1:lemma:the'
+-0.220665 O        b'-1:lemma:of'
+-0.229001 Phase    b'+1:postag:NN'
+-0.237611 pH       b'postag:NN'
+-0.240067 O        b'-1:postag:IN'
+-0.271765 Phase    b'-1:lemma:at'
+-0.272351 O        b'+1:postag:NNS'
+-0.288235 O        b'-1:lemma:sample'
+-0.292134 O        b'lemma:lb'
+-0.307663 O        b'postag:RB'
+-0.309475 O        b'-1:lemma:ml'
+-0.310188 Air      b'-1:lemma:or'
+-0.311946 O        b'+1:lemma:%'
+-0.326171 O        b'-1:postag:-LRB-'
+-0.346740 O        b'lemma:dissolve'
+-0.377272 Med      b'-1:postag:NN'
+-0.382593 Temp     b'postag:NN'
+-0.388931 O        b'lemma:od600'
+-0.389222 Air      b'postag:CD'
+-0.434666 O        b'-1:lemma:0.2'
+-0.436034 Gversion b'+1:postag:NN'
+-0.444684 O        b'-1:lemma:~'
+-0.447800 Phase    b'-1:postag:JJ'
+-0.479171 O        b'-1:lemma:od600'
+-0.501180 O        b'+1:lemma:0.3'
+-0.508699 O        b'lemma:20'
+-0.510331 O        b'lemma:phase'
+-0.515267 Supp     b'+1:lemma:rifampicin'
+-0.563739 O        b'-1:lemma:grow'
+-0.564966 OD       b'+1:postag:NN'
+-0.590510 O        b'lemma:anaerobically'
+-0.599810 O        b'-1:lemma:rpob'
+-0.601743 O        b'-1:lemma:37'
+-0.610426 O        b'+1:postag:-RRB-'
+-0.616300 O        b'lemma:0.3'
+-0.638052 O        b'-1:postag::'
+-0.643137 Phase    b'postag:JJ'
+-0.663649 Air      b'-1:postag:JJ'
+-0.669047 O        b'+1:lemma:fecl2'
+-0.674359 Technique b'-1:postag::'
+-0.688223 O        b'lemma:37'
+-0.710522 Temp     b'+1:lemma:to'
+-0.710522 Temp     b'+1:postag:TO'
+-0.719253 O        b'+1:postag:VBG'
+-0.763315 OD       b'lemma:-lrb-'
+-0.811771 O        b'+1:lemma:cell'
+-0.814345 Supp     b'+1:lemma:acetate'
+-0.815613 O        b'lemma:of'
+-0.847971 Supp     b'-1:lemma:%'
+-0.882271 O        b'-1:lemma:co2'
+-0.885833 O        b'lemma:fecl2'
+-0.926916 O        b'lemma:0.2'
+-0.956430 O        b'+1:lemma:g/l'
+-0.983784 O        b'-1:postag:VBG'
+-0.983894 O        b'lemma:0.1'
+-1.010718 O        b'+1:lemma:hour'
+-1.016547 OD       b'postag:-LRB-'
+-1.050740 O        b'lemma:mid-log'
+-1.054828 O        b'-1:lemma:dissolve'
+-1.054828 O        b'+1:lemma:methanol'
+-1.099862 O        b'lemma:2h'
+-1.099862 O        b'-1:lemma:additional'
+-1.167797 O        b'+1:lemma:+'
+-1.232705 Anti     b'postag:NNP'
+-1.359414 Air      b'+1:postag:JJ'
+-1.434137 O        b'-1:lemma:IP'
+-1.480595 O        b'-1:lemma:ompr'
+-1.489420 O        b'+1:lemma:in'
+-1.499340 O        b'+1:lemma:at'
+-1.520824 O        b'lemma:wt'
+-1.526038 O        b'+1:lemma:supplement'
+-1.551927 Air      b'postag:NN'
+-1.631005 O        b'-1:lemma:nsrr'
+-1.648045 O        b'lemma:methanol'
+-1.709156 O        b'lemma:rifampicin'
+-1.751173 Supp     b'postag:JJ'
+-2.001540 O        b'-1:lemma:2'
+-2.347334 O        b'+1:lemma:2'
+-2.780459 O        b'+1:lemma:1'
+-3.924496 O        b'-1:lemma:_'
+-4.403653 O        b'-1:lemma::'
+

 ********** TRAINING AND TESTING REPORT **********
 Training file: training-data-set-70_v4.txt
 
-best params:{'c1': 0.15174828379035918, 'c2': 0.004631150546332649}
-best CV score:0.8039437168420447
-model size: 0.06M
+best params:{'c1': 0.04677173929140849, 'c2': 0.02379834069563392}
+best CV score:0.7990064924027899
+model size: 0.09M
 
-Flat F1: 0.7844164550442063
+Flat F1: 0.7946783128458758
              precision    recall  f1-score   support
 
          OD      1.000     0.405     0.577        37
          pH      1.000     1.000     1.000        12
   Technique      0.952     0.909     0.930        22
-        Med      0.800     0.842     0.821        57
+        Med      0.897     0.912     0.904        57
        Temp      0.818     1.000     0.900        18
        Vess      0.000     0.000     0.000         0
        Agit      0.000     0.000     0.000         0
       Phase      1.000     0.947     0.973        19
-        Air      0.807     0.742     0.773        62
-       Anti      0.571     0.444     0.500         9
+        Air      0.754     0.742     0.748        62
+       Anti      1.000     0.444     0.615         9
      Strain      1.000     1.000     1.000         1
-      Gtype      0.866     0.792     0.828       106
+      Gtype      0.863     0.774     0.816       106
   Substrain      0.000     0.000     0.000         1
-       Supp      0.807     0.676     0.736       136
+       Supp      0.865     0.662     0.750       136
    Gversion      0.000     0.000     0.000         0
 
-avg / total      0.848     0.746     0.784       480
+avg / total      0.877     0.746     0.795       480
 
 
 Top likely transitions:
-Agit   -> Agit    6.791682
-OD     -> OD      6.218349
-Med    -> Med     5.630081
-Temp   -> Temp    5.606252
-Anti   -> Anti    5.592992
-Air    -> Air     5.496160
-Gtype  -> Gtype   5.032489
-O      -> O       4.908086
-Phase  -> Phase   4.730701
-Gversion -> Gversion 4.476840
-Technique -> Technique 4.434337
-Supp   -> Supp    4.084657
-pH     -> pH      1.968754
-Substrain -> Gtype   1.897449
-O      -> Supp    1.725753
-Air    -> O       1.650897
-O      -> Gtype   1.589697
-Gtype  -> Supp    1.521503
-O      -> Technique 1.404884
-Technique -> Air     0.905351
-O      -> Temp    0.873962
-O      -> Anti    0.719006
-Med    -> O       0.502394
-O      -> Gversion 0.498028
-Temp   -> O       0.179242
-OD     -> Phase   0.164045
-O      -> Phase   0.156883
-Phase  -> O       0.137263
-Gtype  -> Air     0.075321
-Gtype  -> pH      0.063986
-O      -> Med     0.051856
-O      -> Strain  0.030496
-Supp   -> O       0.016375
-Anti   -> O       0.009641
-O      -> OD      -0.006635
-OD     -> Med     -0.051166
-Technique -> OD      -0.093116
-Supp   -> OD      -0.100162
-Supp   -> Air     -0.273856
-Gtype  -> O       -0.276598
-Technique -> Gtype   -0.372736
-Gtype  -> Anti    -0.373755
-Gtype  -> Med     -0.384161
-OD     -> O       -0.433058
-Agit   -> O       -0.645946
-O      -> Air     -0.659946
-Substrain -> O       -0.912411
-Gtype  -> OD      -0.984268
-Supp   -> Med     -1.212185
-Med    -> Supp    -1.967819
+Agit   -> Agit    6.134641
+OD     -> OD      5.677741
+Anti   -> Anti    5.362057
+Temp   -> Temp    5.263270
+Med    -> Med     5.132754
+O      -> O       4.728785
+Air    -> Air     4.725974
+Gversion -> Gversion 4.440261
+Phase  -> Phase   4.387821
+Gtype  -> Gtype   4.174708
+Supp   -> Supp    3.913450
+Technique -> Technique 3.154023
+pH     -> pH      2.449543
+O      -> Supp    1.770580
+Gtype  -> Supp    1.668161
+Substrain -> Gtype   1.640169
+Air    -> O       1.249366
+O      -> Gtype   1.164153
+O      -> Technique 1.104849
+O      -> Temp    0.933808
+Technique -> Air     0.909479
+Gtype  -> pH      0.842607
+O      -> Anti    0.645228
+Gtype  -> Air     0.522992
+O      -> Strain  0.463558
+Med    -> O       0.403658
+O      -> Gversion 0.351834
+Phase  -> O       0.234348
+O      -> pH      0.165655
+O      -> Phase   0.095939
+Temp   -> O       0.048543
+O      -> Vess    0.041922
+O      -> Med     0.035257
+OD     -> Phase   0.028957
+Anti   -> O       0.009316
+OD     -> Anti    -0.000732
+Phase  -> Air     -0.015739
+Technique -> Gversion -0.018772
+Phase  -> Med     -0.022546
+Phase  -> Gtype   -0.022549
+Supp   -> Vess    -0.030895
+Anti   -> Med     -0.033179
+pH     -> Supp    -0.040764
+Supp   -> O       -0.040968
+OD     -> Temp    -0.042912
+O      -> OD      -0.068011
+Gversion -> Gtype   -0.074143
+Med    -> Gtype   -0.079772
+OD     -> Technique -0.093206
+Gversion -> Technique -0.100359
 
 
 Top unlikely transitions:
-OD     -> OD      6.218349
-Med    -> Med     5.630081
-Temp   -> Temp    5.606252
-Anti   -> Anti    5.592992
-Air    -> Air     5.496160
-Gtype  -> Gtype   5.032489
-O      -> O       4.908086
-Phase  -> Phase   4.730701
-Gversion -> Gversion 4.476840
-Technique -> Technique 4.434337
-Supp   -> Supp    4.084657
-pH     -> pH      1.968754
-Substrain -> Gtype   1.897449
-O      -> Supp    1.725753
-Air    -> O       1.650897
-O      -> Gtype   1.589697
-Gtype  -> Supp    1.521503
-O      -> Technique 1.404884
-Technique -> Air     0.905351
-O      -> Temp    0.873962
-O      -> Anti    0.719006
-Med    -> O       0.502394
-O      -> Gversion 0.498028
-Temp   -> O       0.179242
-OD     -> Phase   0.164045
-O      -> Phase   0.156883
-Phase  -> O       0.137263
-Gtype  -> Air     0.075321
-Gtype  -> pH      0.063986
-O      -> Med     0.051856
-O      -> Strain  0.030496
-Supp   -> O       0.016375
-Anti   -> O       0.009641
-O      -> OD      -0.006635
-OD     -> Med     -0.051166
-Technique -> OD      -0.093116
-Supp   -> OD      -0.100162
-Supp   -> Air     -0.273856
-Gtype  -> O       -0.276598
-Technique -> Gtype   -0.372736
-Gtype  -> Anti    -0.373755
-Gtype  -> Med     -0.384161
-OD     -> O       -0.433058
-Agit   -> O       -0.645946
-O      -> Air     -0.659946
-Substrain -> O       -0.912411
-Gtype  -> OD      -0.984268
-Supp   -> Med     -1.212185
-Med    -> Supp    -1.967819
-Phase  -> OD      -2.190300
+OD     -> Technique -0.093206
+Gversion -> Technique -0.100359
+Gversion -> O       -0.108780
+Gtype  -> Temp    -0.110250
+Gtype  -> Phase   -0.170695
+Gversion -> Supp    -0.170820
+Anti   -> Supp    -0.187552
+Gtype  -> O       -0.225882
+Air    -> Temp    -0.230459
+Technique -> O       -0.233549
+Anti   -> Gtype   -0.271657
+Supp   -> pH      -0.276160
+Supp   -> Phase   -0.284897
+Air    -> Gtype   -0.305208
+Gversion -> Air     -0.325062
+Med    -> Air     -0.325731
+Technique -> Supp    -0.334858
+Air    -> Phase   -0.349173
+OD     -> Supp    -0.354028
+Gtype  -> Technique -0.374277
+Supp   -> Temp    -0.396374
+Phase  -> Technique -0.429552
+Supp   -> Anti    -0.516081
+Air    -> Med     -0.526139
+Anti   -> OD      -0.539948
+Supp   -> Gversion -0.628938
+Temp   -> Med     -0.632351
+OD     -> Med     -0.653167
+Air    -> Supp    -0.653757
+Gtype  -> Gversion -0.690790
+Supp   -> Gtype   -0.708051
+OD     -> Gtype   -0.713878
+Gtype  -> Med     -0.724292
+Supp   -> OD      -0.756035
+OD     -> Air     -0.790987
+Supp   -> Technique -0.797069
+Air    -> OD      -0.800777
+OD     -> O       -0.818966
+Supp   -> Air     -0.835352
+Agit   -> O       -0.856989
+Gtype  -> Anti    -0.935186
+O      -> Air     -0.982462
+Technique -> OD      -1.202863
+Technique -> pH      -1.218760
+Gtype  -> OD      -1.289303
+Substrain -> O       -1.293089
+Supp   -> Med     -1.346101
+Technique -> Gtype   -1.361871
+Med    -> Supp    -1.701189
+Phase  -> OD      -2.114354
 
 
 Top positive:
-10.442312 Supp     b'lemma:Iron'
-9.237513 O        b'lemma:_'
-8.066306 Phase    b'lemma:stationary'
-8.024906 Air      b'lemma:aerobic'
-7.908903 O        b'lemma:1'
-7.889018 Supp     b'lemma:nitrate'
-7.674820 Air      b'lemma:anaerobic'
-7.633175 Technique b'lemma:ChIP-exo'
-6.899479 Strain   b'lemma:k-12'
-6.830547 Med      b'lemma:MOPS'
-6.657016 O        b'lemma:rpob'
-6.360670 O        b'lemma:2'
-6.250166 Gtype    b'lemma:type'
-6.190584 Substrain b'lemma:mg1655'
-6.146067 Air      b'-1:lemma:ChIP-Seq'
-6.024964 Gversion b'lemma:asm584v2'
-5.999859 Technique b'lemma:chipseq'
-5.989574 Phase    b'lemma:mid-log'
-5.930186 Supp     b'lemma:pq'
-5.914739 O        b'lemma:3'
-5.824268 O        b'lemma:Custom'
-5.823157 O        b'-1:lemma:tag'
-5.790768 O        b'-1:lemma:ChIP-exo'
-5.787399 Gtype    b'lemma:\xce\xb4cra'
-5.679226 Air      b'lemma:Aerobic'
-5.626571 OD       b'lemma:od600'
-5.547367 Technique b'lemma:ChIP-Seq'
-5.529761 O        b'lemma:rep2'
-5.480516 Med      b'lemma:LB'
-5.426406 O        b'lemma:rep1'
-5.393841 Gversion b'lemma:nc'
-5.303166 Gtype    b'lemma:flag-tag'
-5.303166 Gtype    b'-1:lemma:c-terminal'
-5.281475 Supp     b'+1:lemma:\xc2\xb5m'
-5.272063 O        b'lemma:b'
-5.200310 O        b'lemma:rep3'
-5.142193 OD       b'lemma:od450'
-5.096163 O        b'lemma:\xcf\x8332'
-4.990214 O        b'lemma:Cra'
-4.926222 O        b'lemma:a'
-4.919918 Gtype    b'-1:lemma:\xe2\x88\x86'
-4.861544 Supp     b'lemma:nh4cl'
-4.812167 Gtype    b'+1:lemma:type'
-4.803668 Gtype    b'lemma:wt'
-4.778995 Gtype    b'lemma:delta-arca'
-4.686613 Gtype    b'lemma:arca8myc'
-4.679240 O        b'postag::'
-4.678684 O        b'postag:IN'
-4.626493 OD       b'+1:lemma:stationary'
-4.555800 Med      b'lemma:lb'
-4.525977 Gversion b'-1:lemma:nc'
-4.514336 Supp     b'lemma:glucose'
-4.505232 Supp     b'lemma:Fe'
-4.499806 Gtype    b'lemma:fnr8myc'
-4.365930 Technique b'lemma:rna-seq'
-4.353053 Supp     b'lemma:rifampicin'
-4.322748 Gtype    b'lemma:\xce\xb4fur'
-4.244815 Anti     b'lemma:none'
-4.188590 O        b'-1:lemma:Aerobic'
-4.181353 Temp     b'-1:lemma:sample'
-4.061718 Supp     b'lemma:dpd'
-4.014721 Gtype    b'lemma:delta-fnr'
-3.991603 Technique b'lemma:rnaseq'
-3.988938 O        b'lemma:-'
-3.968688 O        b'-1:lemma:0.3-0.35'
-3.942988 Technique b'lemma:chip-seq'
-3.894918 Supp     b'lemma:acetate'
-3.894666 O        b'lemma:or'
-3.891632 O        b'lemma:.'
-3.891632 O        b'postag:.'
-3.833478 Supp     b'lemma:arginine'
-3.829349 Supp     b'lemma:no3'
-3.814064 Temp     b'-1:lemma:\xcf\x8332'
-3.734701 Gtype    b'+1:lemma:ph5'
-3.730485 Gtype    b'lemma:\xce\xb4ompr'
-3.716590 Anti     b'lemma:seqa'
-3.692742 Gtype    b'lemma:wild-type'
-3.691658 Vess     b'lemma:flask'
-3.691658 Vess     b'-1:lemma:warm'
-3.680323 O        b'+1:lemma:od600'
-3.566813 pH       b'lemma:ph5'
-3.566813 pH       b'+1:lemma:.5'
-3.560406 Gtype    b'lemma:nsrr'
-3.535215 O        b'-1:lemma:type'
-3.524717 O        b'+1:postag:RB'
-3.508650 Supp     b'lemma:fructose'
-3.483038 O        b'lemma:chip'
-3.461944 Supp     b'-1:lemma:Cra'
-3.457426 Strain   b'+1:lemma:substr'
-3.436475 Supp     b'+1:lemma:1'
-3.379628 Anti     b'lemma:anti-myc'
-3.377053 Anti     b'+1:lemma:antibody'
-3.370766 Technique b'-1:lemma:IP'
-3.365056 Gtype    b'lemma:\xe2\x88\x86'
-3.358640 O        b'-1:lemma:anaerobic'
-3.348760 O        b'lemma:CEL'
-3.347149 Med      b'+1:lemma:0.4'
-3.346755 Anti     b'lemma:anti-rpos'
-3.291412 Gtype    b'-1:lemma:ptac'
-3.278055 Gversion b'lemma:chip-seq'
-3.276131 O        b'-1:lemma:0.3'
-3.234361 O        b'-1:lemma:glucose'
-3.215739 O        b'lemma:with'
-3.173824 Technique b'+1:lemma:chip-exo'
-3.151844 Med      b'lemma:m63'
-3.095334 O        b'lemma:2-3'
-3.095161 Gversion b'lemma:.2'
-3.095161 Gversion b'-1:lemma:u00096'
-3.091572 O        b'postag:VBN'
-3.064702 Gversion b'lemma:u00096'
-3.064702 Gversion b'+1:lemma:.2'
-3.050277 Temp     b'-1:lemma:37'
-3.030666 Gtype    b'+1:lemma:with'
-3.027065 Supp     b'+1:lemma:hour'
-3.014173 O        b'+1:lemma:chip-seq'
-3.004960 Gtype    b'+1:lemma:flagtag'
-2.985168 O        b'lemma:for'
-2.975989 Supp     b'-1:lemma:+'
-2.944441 O        b'lemma:oxyr'
-2.938101 Gtype    b'-1:lemma:phtpg'
-2.932689 Gtype    b'-1:lemma:rpob'
-2.920019 Gtype    b'+1:lemma:pq'
-2.881207 Supp     b'lemma:nacl'
-2.860299 O        b'lemma:s'
-2.845172 Supp     b'+1:lemma:2'
-2.832035 pH       b'lemma:.5'
-2.832035 pH       b'-1:lemma:ph5'
-2.826929 Supp     b'lemma:Leu'
-2.812269 O        b'+1:postag:NNP'
-2.781059 Air      b'lemma:anaerobically'
-2.778609 O        b'-1:lemma:lb'
-2.760280 O        b'+1:lemma:o.d.'
-2.735776 Temp     b'lemma:\xc2\xb0c'
-2.720218 O        b'lemma:at'
-2.711579 Technique b'-1:lemma:chip-exo'
-2.699401 O        b'lemma:ompr'
-2.690406 Air      b'-1:lemma:-'
-2.684684 Gtype    b'lemma:\xce\xb4soxs'
-2.665215 Supp     b'+1:lemma:_'
-2.660630 Phase    b'-1:lemma:until'
-2.607235 Med      b'lemma:L'
-2.607235 Med      b'+1:lemma:broth'
-2.606476 Med      b'+1:lemma:minimal'
-2.603782 O        b'+1:lemma:pq'
-2.599075 Supp     b'-1:lemma:\xc2\xb5m'
-2.567370 O        b'-1:lemma:\xc2\xb0c'
-2.524994 Supp     b'lemma:Adenine'
-2.522705 Gtype    b'lemma:deltaseqa'
-2.522705 Gtype    b'-1:lemma:old'
-2.484836 Temp     b'-1:lemma:43'
-2.470532 Supp     b'lemma:20'
-2.469573 O        b'lemma:culture'
-2.450105 Technique b'-1:lemma:input'
-2.449141 O        b'postag:DT'
-2.444936 Med      b'+1:lemma:2.0'
-2.421299 Med      b'-1:lemma:ml'
-2.419343 Temp     b'lemma:43'
-2.410866 O        b'+1:lemma:mid-log'
-2.405996 Supp     b'lemma:iptg'
-2.397598 Air      b'postag:RB'
-2.397388 Med      b'+1:lemma:g/l'
-2.360509 Gtype    b'-1:lemma:nsrr'
-2.349789 O        b'lemma:condition'
-2.348126 Gtype    b'lemma:ptac'
-2.347726 Gversion b'lemma:000913'
-2.337057 O        b'lemma:chip-arca'
-2.336687 Gtype    b'lemma:pk4854'
-2.327964 Med      b'lemma:media'
-2.272835 O        b'-1:lemma:stpa'
-2.265750 O        b'lemma:Lrp'
-2.265406 O        b'lemma:soxs'
-2.265406 O        b'lemma:soxr'
-2.262228 O        b'postag:VBG'
-2.253322 O        b'-1:lemma:l1'
-2.237857 Air      b'lemma:anerobically'
-2.184062 O        b'-1:lemma:media'
-2.159204 Supp     b'-1:lemma:with'
-2.158856 O        b'lemma:genotype/variation'
-2.157878 O        b'-1:lemma:dpd'
-2.152540 Gtype    b'lemma:dfnr'
-2.148134 O        b'lemma:affyexp'
-2.137699 O        b'postag:CC'
-2.111648 Supp     b'lemma:methanol'
-2.108494 O        b'+1:postag:VBP'
-2.075540 OD       b'lemma:phase'
-2.075417 Gversion b'postag:CD'
-2.068323 Supp     b'lemma:0.2'
-2.064252 Gtype    b'-1:lemma:vector'
-2.056563 OD       b'lemma:0.3'
-2.050748 OD       b'-1:lemma:~'
-2.050625 Gtype    b'lemma:WT'
-2.032571 Temp     b'lemma:37'
-2.018067 Gtype    b'+1:lemma:_'
-2.017840 O        b'lemma:Fur'
-2.011856 O        b'lemma:argr'
-2.006861 Technique b'+1:lemma:rna-seq'
-1.998918 O        b'lemma:purr'
-1.996704 Phase    b'+1:lemma:for'
-1.989638 Med      b'lemma:glucose'
-1.943868 Phase    b'-1:lemma:mid-log'
+7.534104 O        b'lemma:_'
+6.628671 O        b'lemma:1'
+6.331443 Phase    b'lemma:stationary'
+6.147039 Supp     b'lemma:Iron'
+5.873757 Strain   b'lemma:k-12'
+5.867898 Air      b'lemma:anaerobic'
+5.663960 O        b'lemma:2'
+5.524127 Technique b'lemma:ChIP-exo'
+5.510347 O        b'lemma:rpob'
+5.509700 Air      b'lemma:aerobic'
+5.383908 Technique b'lemma:chipseq'
+5.138707 Supp     b'lemma:pq'
+5.111571 O        b'lemma:3'
+4.862319 Air      b'-1:lemma:ChIP-Seq'
+4.820668 Phase    b'lemma:mid-log'
+4.756582 Supp     b'lemma:nitrate'
+4.733587 O        b'lemma:rep1'
+4.695668 Supp     b'lemma:nh4cl'
+4.657172 Gtype    b'lemma:\xce\xb4cra'
+4.653346 Gversion b'lemma:asm584v2'
+4.604440 O        b'-1:lemma:tag'
+4.598239 Gtype    b'lemma:flag-tag'
+4.598239 Gtype    b'-1:lemma:c-terminal'
+4.560223 Supp     b'lemma:glucose'
+4.518418 O        b'lemma:rep2'
+4.442957 Substrain b'lemma:mg1655'
+4.384855 O        b'postag:IN'
+4.373803 Gtype    b'lemma:arca8myc'
+4.288264 O        b'lemma:rep3'
+4.280619 Gtype    b'lemma:wt'
+4.244271 Supp     b'+1:lemma:\xc2\xb5m'
+4.243033 O        b'lemma:Cra'
+4.226369 Med      b'lemma:MOPS'
+4.201990 Air      b'lemma:Aerobic'
+4.134023 Med      b'lemma:LB'
+4.091845 Med      b'lemma:lb'
+4.032302 Supp     b'lemma:acetate'
+3.973554 O        b'lemma:b'
+3.942411 OD       b'lemma:od600'
+3.928969 Gtype    b'lemma:delta-arca'
+3.863545 Supp     b'lemma:no3'
+3.858283 O        b'lemma:\xcf\x8332'
+3.832869 O        b'lemma:a'
+3.823681 Gtype    b'lemma:fnr8myc'
+3.816982 Technique b'lemma:rna-seq'
+3.782384 Gtype    b'-1:lemma:\xe2\x88\x86'
+3.739595 Anti     b'lemma:none'
+3.727287 Supp     b'lemma:Fe'
+3.715581 O        b'+1:postag:RB'
+3.678487 Supp     b'lemma:dpd'
+3.659984 O        b'lemma:.'
+3.659984 O        b'postag:.'
+3.648715 O        b'-1:lemma:ChIP-exo'
+3.614582 Technique b'lemma:chip-seq'
+3.583103 Gtype    b'lemma:\xe2\x88\x86'
+3.579453 O        b'lemma:Custom'
+3.579229 Supp     b'lemma:rifampicin'
+3.576123 O        b'-1:lemma:Aerobic'
+3.569749 Anti     b'lemma:seqa'
+3.487112 O        b'lemma:-'
+3.459968 Gtype    b'lemma:type'
+3.455121 Supp     b'lemma:fructose'
+3.452777 O        b'postag::'
+3.447911 Technique b'lemma:rnaseq'
+3.441629 O        b'lemma:CEL'
+3.393478 Gtype    b'+1:lemma:type'
+3.377102 OD       b'lemma:od450'
+3.366350 Supp     b'-1:lemma:Cra'
+3.356047 Gversion b'lemma:chip-seq'
+3.319052 O        b'+1:lemma:od600'
+3.292164 Gtype    b'lemma:delta-fnr'
+3.267801 Gtype    b'+1:lemma:with'
+3.173282 Gversion b'lemma:nc'
+3.159588 Supp     b'lemma:arginine'
+3.157495 Supp     b'+1:lemma:Deficient'
+3.142138 Supp     b'+1:lemma:1'
+3.110124 Med      b'+1:lemma:0.4'
+3.070894 pH       b'lemma:ph5'
+3.070894 pH       b'+1:lemma:.5'
+3.055480 O        b'postag:VBN'
+3.042474 O        b'-1:lemma:glucose'
+3.026214 Gtype    b'lemma:wild-type'
+3.023824 O        b'-1:lemma:0.3-0.35'
+3.014842 Vess     b'lemma:flask'
+3.014842 Vess     b'-1:lemma:warm'
+3.008710 Gtype    b'lemma:\xce\xb4fur'
+3.002326 Air      b'postag:RB'
+2.997223 O        b'-1:lemma:anaerobic'
+2.995282 Strain   b'+1:lemma:substr'
+2.984104 Technique b'lemma:ChIP-Seq'
+2.963817 O        b'-1:lemma:lb'
+2.963222 O        b'lemma:affyexp'
+2.932438 O        b'lemma:with'
+2.930598 O        b'lemma:chip-arca'
+2.927299 O        b'lemma:or'
+2.924379 Med      b'lemma:m63'
+2.907457 Anti     b'lemma:anti-myc'
+2.863249 O        b'lemma:oxyr'
+2.862524 O        b'lemma:s'
+2.860715 Gtype    b'lemma:nsrr'
+2.848040 Med      b'+1:lemma:minimal'
+2.835399 Gversion b'lemma:u00096'
+2.835399 Gversion b'+1:lemma:.2'
+2.784084 Gversion b'lemma:.2'
+2.784084 Gversion b'-1:lemma:u00096'
+2.759399 O        b'lemma:argr'
+2.748921 Supp     b'+1:lemma:2'
+2.745607 Gtype    b'lemma:\xce\xb4soxs'
+2.734894 Gtype    b'lemma:WT'
+2.724494 Supp     b'+1:lemma:_'
+2.724148 Gtype    b'-1:lemma:ptac'
+2.708775 O        b'lemma:ompr'
+2.704416 O        b'-1:lemma:type'
+2.702036 Temp     b'lemma:\xc2\xb0c'
+2.697776 Air      b'lemma:anaerobically'
+2.689994 O        b'-1:lemma:stpa'
+2.680820 O        b'+1:lemma:anti-fur'
+2.655921 Air      b'lemma:Anaerobic'
+2.655797 Supp     b'-1:lemma:+'
+2.622529 Technique b'-1:lemma:IP'
+2.621136 Med      b'+1:lemma:2.0'
+2.617145 Gversion b'lemma:000913'
+2.616146 Gtype    b'lemma:\xce\xb4ompr'
+2.590492 Gversion b'+1:lemma:000913'
+2.585180 Temp     b'-1:lemma:43'
+2.573573 O        b'lemma:purr'
+2.573022 Supp     b'lemma:nacl'
+2.569061 Gtype    b'+1:lemma:flagtag'
+2.519791 O        b'+1:lemma:pq'
+2.506876 Anti     b'+1:lemma:antibody'
+2.476869 O        b'lemma:for'
+2.476779 OD       b'+1:lemma:stationary'
+2.468830 Gversion b'-1:lemma:nc'
+2.462372 Supp     b'lemma:Leu'
+2.457208 O        b'lemma:Lrp'
+2.436354 Anti     b'lemma:anti-rpos'
+2.425547 Gtype    b'lemma:ptac'
+2.423670 O        b'lemma:Fur'
+2.407480 Technique b'-1:lemma:chip-exo'
+2.398179 Gtype    b'lemma:pk4854'
+2.385757 O        b'+1:lemma:o.d.'
+2.379658 Technique b'-1:lemma:input'
+2.376821 O        b'+1:lemma:chip-seq'
+2.371298 O        b'lemma:chip'
+2.356254 Gtype    b'+1:lemma:pq'
+2.346453 Substrain b'+1:lemma:phtpg'
+2.325961 Supp     b'lemma:Adenine'
+2.324750 Gtype    b'lemma:deltaseqa'
+2.324750 Gtype    b'-1:lemma:old'
+2.319652 O        b'-1:lemma:dpd'
+2.309116 Temp     b'lemma:43'
+2.274038 Phase    b'lemma:phase'
+2.271043 O        b'lemma:2-3'
+2.257073 O        b'lemma:soxs'
+2.257073 O        b'lemma:soxr'
+2.244724 Gtype    b'-1:lemma:rpob'
+2.229381 Technique b'+1:lemma:chip-exo'
+2.222498 Temp     b'-1:lemma:\xcf\x8332'
+2.216473 Phase    b'-1:lemma:mid-log'
+2.208114 Air      b'-1:lemma:-'
+2.198129 O        b'postag:SYM'
+2.197977 Temp     b'-1:lemma:sample'
+2.197671 pH       b'lemma:.5'
+2.197671 pH       b'-1:lemma:ph5'
+2.191655 O        b'lemma:pt7'
+2.179497 Temp     b'-1:lemma:37'
+2.163485 O        b'lemma:at'
+2.159035 O        b'-1:lemma:l1'
+2.157894 Med      b'lemma:L'
+2.157894 Med      b'+1:lemma:broth'
+2.155748 Gtype    b'+1:lemma:ph5'
+2.154483 Supp     b'+1:lemma:hour'
+2.149987 Med      b'postag:NNP'
+2.130185 Gtype    b'lemma:\xce\xb4oxyr'
+2.128728 Technique b'postag:NNP'
+2.120879 Gtype    b'+1:lemma:aerobic'
+2.119345 O        b'+1:lemma:43'
+2.118846 Temp     b'+1:lemma:\xc2\xb0c'
+2.117976 O        b'postag:DT'
+2.112237 Gtype    b'lemma:\xce\xb4soxr'
+2.103111 O        b'lemma:chip-fnr'
+2.095565 Gtype    b'-1:lemma:_'
+2.095139 Air      b'lemma:anerobically'
+2.088059 pH       b'+1:postag:CD'
+2.082289 Vess     b'-1:postag:VBN'
+2.082182 Air      b'+1:lemma:at'
+2.072000 Supp     b'-1:lemma:\xc2\xb5m'
+2.063372 O        b'lemma:culture'
+2.052919 Supp     b'+1:postag:CC'
+2.051661 Gtype    b'+1:lemma:_'
+2.042397 Supp     b'lemma:iptg'
+2.038377 OD       b'-1:lemma:~'
+2.032972 Air      b'-1:postag::'
+2.032763 Med      b'lemma:broth'
+2.032763 Med      b'-1:lemma:L'
+2.015625 O        b'lemma:genotype/variation'
+2.011175 Phase    b'+1:lemma:for'
+2.009864 Med      b'lemma:glucose'
+2.006608 Med      b'+1:lemma:+'
+2.006544 O        b'postag:CC'
 
 
 Top negative:
-0.000312 OD       b'-1:lemma:mid-log'
-0.000096 OD       b'-1:postag:VBN'
-0.000087 Gtype    b'-1:lemma:small'
-0.000087 Med      b'-1:lemma:g/l'
-0.000084 Agit     b'+1:postag:NN'
-0.000056 O        b'+1:lemma:ChIP-Seq'
-0.000053 Supp     b'-1:lemma:1g/l'
-0.000051 O        b'lemma:hour'
-0.000051 Gtype    b'lemma:cra'
-0.000036 OD       b'lemma:and'
-0.000021 Temp     b'lemma:-lrb-'
-0.000021 Temp     b'postag:-LRB-'
-0.000019 O        b'-1:lemma:l2'
-0.000014 Technique b'+1:lemma:-rrb-'
-0.000014 Technique b'+1:postag:-RRB-'
-0.000007 Gtype    b'lemma:small'
--0.000002 Gversion b'-1:postag:NN'
--0.000046 O        b'-1:lemma:g/l'
--0.000070 Supp     b'-1:lemma:and'
--0.000073 O        b'-1:lemma:1'
--0.000129 Med      b'postag:CD'
--0.000455 O        b'-1:lemma:20'
--0.000511 OD       b'+1:postag:-LRB-'
--0.000708 OD       b'+1:postag:NNS'
--0.000735 Gtype    b'postag:CD'
--0.000807 Gtype    b'+1:postag:NNS'
--0.000867 O        b'+1:postag:CD'
--0.000974 Gtype    b'-1:postag:CD'
--0.001057 O        b'+1:lemma:~'
--0.001061 O        b'+1:lemma:fnr'
--0.001528 Air      b'+1:lemma:70'
--0.001678 O        b'-1:lemma:the'
--0.001682 O        b'postag:VBP'
--0.002024 O        b'+1:lemma:min'
--0.002325 Phase    b'-1:postag:NN'
--0.002352 O        b'lemma:n2'
--0.002519 O        b'lemma:\xce\xb4fur'
--0.002662 Air      b'lemma:,'
--0.002662 Air      b'postag:,'
--0.005486 Gtype    b'+1:lemma:2'
--0.006088 O        b'+1:lemma:o2'
--0.006828 Air      b'-1:lemma:and'
--0.008457 Temp     b'-1:lemma:\xc2\xb0c'
--0.009847 O        b'-1:lemma:,'
--0.009847 O        b'-1:postag:,'
--0.010744 O        b'+1:lemma:phase'
--0.011644 O        b'lemma:cell'
--0.011902 Gtype    b'-1:postag:NNP'
--0.013075 OD       b'+1:lemma:and'
--0.013273 O        b'-1:lemma:\xe2\x88\x86'
--0.013803 O        b'lemma:e.'
--0.013807 O        b'-1:lemma:sample'
--0.013821 O        b'+1:lemma:mm'
--0.014710 O        b'+1:lemma:rep1'
--0.015201 Air      b'+1:lemma:-lrb-'
--0.015350 OD       b'+1:postag:CD'
--0.017836 O        b'+1:lemma:grow'
--0.019975 O        b'lemma:anaerobic'
--0.024268 Air      b'+1:postag:CD'
--0.025672 O        b'lemma:medium'
--0.025888 O        b'+1:lemma:95'
--0.026118 O        b'lemma:k-12'
--0.027112 O        b'+1:lemma:25'
--0.029447 Air      b'postag:CC'
--0.030441 O        b'lemma:m63'
--0.030598 OD       b'+1:postag:CC'
--0.032367 O        b'lemma:grow'
--0.035584 Air      b'+1:postag:-LRB-'
--0.039003 O        b'lemma:mg/ml'
--0.039003 O        b'-1:lemma:150'
--0.041109 O        b'-1:lemma:e.'
--0.043248 Supp     b'-1:postag:NN'
--0.049539 Gversion b'+1:postag:NN'
--0.050421 O        b'lemma:25'
--0.053998 Temp     b'postag:JJ'
--0.060680 O        b'-1:lemma:at'
--0.060890 Phase    b'-1:postag:JJ'
--0.061474 O        b'lemma:lb'
--0.064297 Med      b'-1:postag:NN'
--0.065687 O        b'-1:postag:VBN'
--0.067931 O        b'-1:lemma:o2'
--0.068731 O        b'+1:lemma:5'
--0.069126 O        b'+1:lemma:shake'
--0.069173 O        b'-1:lemma:25'
--0.071503 Air      b'-1:postag:CC'
--0.075779 O        b'+1:lemma:0.4'
--0.077365 Air      b'-1:lemma:or'
--0.080349 O        b'lemma:30'
--0.087136 O        b'-1:lemma:mm'
--0.089014 pH       b'postag:NN'
--0.089177 O        b'lemma:o2'
--0.097371 Supp     b'lemma:and'
--0.101711 Gtype    b'-1:postag:DT'
--0.104337 O        b'+1:lemma:antibody'
--0.113298 O        b'-1:lemma:um'
--0.113298 O        b'+1:lemma:paraquat'
--0.118293 Phase    b'+1:postag:NN'
--0.119989 O        b'-1:lemma:30'
--0.126122 Phase    b'-1:lemma:at'
--0.135089 Supp     b'postag:CC'
--0.137129 O        b'-1:postag:IN'
--0.138660 O        b'+1:lemma:arginine'
--0.139143 O        b'+1:lemma:until'
--0.162860 O        b'lemma:150'
--0.162860 O        b'+1:lemma:mg/ml'
--0.164772 OD       b'postag:JJ'
--0.171975 Temp     b'postag:NN'
--0.183842 O        b'lemma:phase'
--0.184042 O        b'+1:lemma:-rrb-'
--0.185930 O        b'-1:lemma:-lrb-'
--0.185933 O        b'-1:lemma:rifampicin'
--0.195035 Med      b'-1:postag:IN'
--0.204004 Anti     b'+1:postag:JJ'
--0.210272 Gtype    b'lemma:delta'
--0.217084 Supp     b'+1:postag:VBN'
--0.218515 O        b'lemma:co2'
--0.219042 O        b'-1:lemma:of'
--0.220276 O        b'+1:lemma:%'
--0.228465 Med      b'+1:postag:NN'
--0.229909 O        b'-1:lemma:n2'
--0.230847 OD       b'+1:postag:NN'
--0.248221 O        b'-1:lemma:ml'
--0.250359 Anti     b'+1:lemma:anti-fur'
--0.279734 O        b'+1:lemma:0.3'
--0.283648 O        b'-1:postag:-LRB-'
--0.286892 O        b'-1:lemma:mid-log'
--0.312152 Gtype    b'-1:postag:NN'
--0.322232 O        b'-1:lemma:0.1'
--0.331861 O        b'+1:postag:-RRB-'
--0.336159 O        b'-1:lemma:from'
--0.340286 Med      b'+1:postag:IN'
--0.341633 O        b'+1:postag:IN'
--0.355453 O        b'-1:lemma:cra'
--0.366315 O        b'+1:lemma:.'
--0.366315 O        b'+1:postag:.'
--0.376920 O        b'postag:RB'
--0.405053 O        b'lemma:\xe2\x88\x86'
--0.424434 O        b'+1:postag:NNS'
--0.430071 O        b'lemma:aerobically'
--0.440727 Air      b'postag:CD'
--0.446825 O        b'lemma:anaerobically'
--0.447447 O        b'-1:lemma:od600'
--0.465924 O        b'+1:lemma:cell'
--0.468267 O        b'lemma:od600'
--0.472878 O        b'lemma:dissolve'
--0.502409 O        b'lemma:20'
--0.508433 O        b'-1:lemma:~'
--0.524904 Air      b'-1:postag:JJ'
--0.543671 O        b'+1:lemma:fecl2'
--0.554628 O        b'-1:lemma:0.2'
--0.556138 Temp     b'+1:lemma:to'
--0.556138 Temp     b'+1:postag:TO'
--0.589220 Supp     b'+1:lemma:rifampicin'
--0.610212 O        b'lemma:0.3'
--0.622831 O        b'lemma:media'
--0.657974 O        b'-1:lemma:37'
--0.677014 Supp     b'-1:lemma:%'
--0.678005 O        b'+1:lemma:\xc2\xb0c'
--0.707832 O        b'lemma:of'
--0.722898 O        b'-1:lemma:rpob'
--0.723244 O        b'+1:lemma:+'
--0.755790 OD       b'lemma:-lrb-'
--0.789730 O        b'lemma:0.2'
--0.814406 O        b'-1:lemma:grow'
--0.909402 O        b'-1:postag::'
--0.915529 O        b'-1:postag:VBG'
--0.926818 Technique b'-1:postag::'
--0.933497 OD       b'postag:-LRB-'
--0.980631 O        b'lemma:fecl2'
--1.017727 O        b'-1:lemma:dissolve'
--1.017727 O        b'+1:lemma:methanol'
--1.020513 O        b'lemma:2h'
--1.020513 O        b'-1:lemma:additional'
--1.034839 O        b'lemma:37'
--1.121637 O        b'lemma:0.1'
--1.205775 O        b'+1:lemma:supplement'
--1.230075 Supp     b'+1:lemma:acetate'
--1.250120 O        b'+1:postag:VBG'
--1.256564 O        b'lemma:wt'
--1.276371 O        b'+1:lemma:g/l'
--1.304341 O        b'-1:lemma:IP'
--1.328183 O        b'-1:lemma:co2'
--1.391087 O        b'-1:lemma:ompr'
--1.452522 Anti     b'postag:NNP'
--1.489210 O        b'+1:lemma:at'
--1.603327 Air      b'+1:postag:JJ'
--1.726036 O        b'lemma:mid-log'
--1.737094 O        b'lemma:rifampicin'
--1.758957 O        b'-1:lemma:nsrr'
--1.762287 Supp     b'postag:JJ'
--1.770399 Air      b'postag:NN'
--1.810971 O        b'+1:lemma:hour'
--2.081711 Phase    b'postag:JJ'
--2.115674 O        b'lemma:methanol'
--2.200974 O        b'+1:lemma:in'
--2.263160 O        b'+1:lemma:2'
--2.388655 O        b'-1:lemma:2'
--2.590523 O        b'+1:lemma:1'
--4.545984 O        b'-1:lemma::'
--4.681648 O        b'-1:lemma:_'
+-0.030705 O        b'-1:lemma:chip-exo'
+-0.033076 OD       b'lemma:~'
+-0.042809 Gtype    b'lemma:control'
+-0.044545 O        b'-1:postag:DT'
+-0.050305 O        b'-1:lemma:rna'
+-0.052149 Supp     b'-1:postag:NN'
+-0.059299 O        b'lemma:paraquat'
+-0.061867 Med      b'-1:postag:NN'
+-0.063794 O        b'-1:lemma:mm'
+-0.064411 OD       b'+1:lemma:and'
+-0.065739 Supp     b'-1:postag:JJ'
+-0.067296 Med      b'-1:postag:CD'
+-0.068394 Air      b'-1:postag:CC'
+-0.071978 O        b'+1:lemma:-rrb-'
+-0.072542 Phase    b'-1:lemma:at'
+-0.072594 O        b'+1:lemma:5'
+-0.073614 Phase    b'+1:postag:NN'
+-0.074214 O        b'+1:lemma:-lcb-'
+-0.078588 O        b'+1:lemma:delta'
+-0.080091 O        b'-1:lemma:the'
+-0.084524 O        b'-1:lemma:of'
+-0.084670 O        b'-1:lemma:fresh'
+-0.092681 Gtype    b'+1:lemma:cra'
+-0.094545 Air      b'-1:lemma:or'
+-0.098369 O        b'lemma:o2'
+-0.102102 Air      b'postag:CD'
+-0.103275 OD       b'postag:JJ'
+-0.104224 O        b'-1:lemma:with'
+-0.110720 Supp     b'lemma:and'
+-0.116486 O        b'lemma:mg/ml'
+-0.116486 O        b'-1:lemma:150'
+-0.117260 Technique b'-1:lemma::'
+-0.123127 Med      b'postag:-LRB-'
+-0.125962 O        b'-1:lemma:affinity'
+-0.126151 Med      b'lemma:-lrb-'
+-0.132649 Supp     b'-1:lemma:and'
+-0.137087 OD       b'+1:lemma:0.4'
+-0.138413 O        b'-1:lemma:delta'
+-0.138623 O        b'+1:lemma:mg1655'
+-0.144390 O        b'lemma:medium'
+-0.147406 O        b'lemma:e.'
+-0.149940 O        b'-1:postag:VBN'
+-0.171711 O        b'-1:postag:IN'
+-0.171840 O        b'+1:lemma:mm'
+-0.172335 O        b'-1:lemma:iptg'
+-0.172927 O        b'lemma:pahse'
+-0.174410 O        b'-1:lemma:e.'
+-0.180259 O        b'+1:lemma:0.4'
+-0.184212 Gtype    b'-1:postag:DT'
+-0.192140 O        b'lemma:aerobically'
+-0.195145 O        b'-1:lemma:20'
+-0.196338 O        b'-1:lemma:-lrb-'
+-0.202283 O        b'+1:lemma:shake'
+-0.203197 O        b'lemma:co2'
+-0.203279 O        b'+1:lemma:antibody'
+-0.217474 Gversion b'+1:postag:NN'
+-0.221749 O        b'-1:lemma:o2'
+-0.225204 Supp     b'+1:postag:IN'
+-0.227101 O        b'lemma:n2'
+-0.229126 O        b'+1:lemma:.'
+-0.229126 O        b'+1:postag:.'
+-0.229774 Gtype    b'postag:CD'
+-0.229916 O        b'+1:lemma:minimal'
+-0.234531 Gtype    b'-1:postag:CD'
+-0.235270 Supp     b'-1:postag:NNP'
+-0.241460 O        b'-1:lemma:n2'
+-0.246278 Supp     b'-1:postag:VBG'
+-0.247884 O        b'-1:lemma:mid-log'
+-0.249629 O        b'lemma:grow'
+-0.256652 Anti     b'+1:postag:JJ'
+-0.258827 O        b'-1:postag:-LRB-'
+-0.259766 OD       b'+1:lemma:mid-log'
+-0.260676 O        b'lemma:30'
+-0.262198 O        b'lemma:lb'
+-0.264023 Med      b'+1:postag:NN'
+-0.264423 O        b'postag:RB'
+-0.274539 O        b'+1:lemma:b'
+-0.274643 O        b'+1:lemma:rep1'
+-0.276742 O        b'-1:lemma:um'
+-0.276742 O        b'+1:lemma:paraquat'
+-0.279342 Med      b'+1:postag:NNS'
+-0.286088 O        b'+1:lemma:phase'
+-0.286355 O        b'lemma:nacl'
+-0.288644 Med      b'postag:CD'
+-0.291831 Temp     b'postag:JJ'
+-0.292363 O        b'+1:lemma:or'
+-0.292909 O        b'+1:lemma:_'
+-0.309719 O        b'-1:lemma:minimal'
+-0.310879 O        b'lemma:minimal'
+-0.316065 O        b'-1:lemma:0.1'
+-0.317315 O        b'lemma:glucose'
+-0.331509 O        b'lemma:\xc2\xb0c'
+-0.335559 O        b'-1:lemma:from'
+-0.337031 Gtype    b'lemma:_'
+-0.367204 O        b'-1:lemma:od600'
+-0.376428 O        b'+1:lemma:Aerobic'
+-0.392320 Supp     b'postag:CC'
+-0.394063 Med      b'-1:postag:IN'
+-0.397299 O        b'-1:lemma:g/l'
+-0.400353 O        b'+1:postag:IN'
+-0.411740 O        b'+1:postag:-RRB-'
+-0.414297 Supp     b'+1:lemma:glucose'
+-0.417115 O        b'-1:lemma:grow'
+-0.434939 O        b'+1:lemma:cell'
+-0.455419 Technique b'-1:postag::'
+-0.464919 O        b'+1:lemma:dissolve'
+-0.465860 O        b'+1:lemma:%'
+-0.466338 O        b'+1:lemma:until'
+-0.481860 O        b'-1:lemma:rifampicin'
+-0.483707 pH       b'postag:NN'
+-0.485247 Gtype    b'-1:postag:SYM'
+-0.501917 Gtype    b'lemma:delta'
+-0.503189 O        b'lemma:mg1655'
+-0.508938 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.518932 OD       b'+1:postag:NN'
+-0.534335 O        b'-1:lemma:until'
+-0.547846 Supp     b'+1:postag:VBN'
+-0.575194 O        b'-1:lemma:cra'
+-0.583475 OD       b'lemma:-lrb-'
+-0.585808 Supp     b'+1:lemma:rifampicin'
+-0.587062 Med      b'+1:postag:IN'
+-0.591031 O        b'lemma:phase'
+-0.604967 O        b'-1:lemma:\xe2\x88\x86'
+-0.607989 O        b'lemma:m63'
+-0.609363 O        b'+1:lemma:300'
+-0.622369 Temp     b'-1:lemma:\xc2\xb0c'
+-0.627260 Temp     b'postag:NN'
+-0.639822 O        b'lemma:od600'
+-0.640212 O        b'lemma:150'
+-0.640212 O        b'+1:lemma:mg/ml'
+-0.652984 OD       b'postag:-LRB-'
+-0.673873 Temp     b'+1:lemma:to'
+-0.673873 Temp     b'+1:postag:TO'
+-0.674063 O        b'+1:lemma:c'
+-0.677850 O        b'lemma:purify'
+-0.683914 O        b'lemma:of'
+-0.689091 O        b'+1:postag:NNS'
+-0.698464 O        b'-1:lemma:1'
+-0.705692 O        b'-1:lemma:30'
+-0.714318 O        b'lemma:dissolve'
+-0.716763 O        b'lemma:dpd'
+-0.740206 O        b'+1:lemma:\xc2\xb0c'
+-0.752744 O        b'+1:lemma:arginine'
+-0.788403 Phase    b'-1:postag:JJ'
+-0.834026 O        b'-1:lemma:~'
+-0.843212 O        b'lemma:k-12'
+-0.849778 O        b'-1:lemma:co2'
+-0.851042 O        b'+1:lemma:0.3'
+-0.909147 O        b'lemma:media'
+-0.910481 Air      b'-1:postag:JJ'
+-0.915586 O        b'lemma:20'
+-0.923944 O        b'lemma:\xe2\x88\x86'
+-0.924668 O        b'lemma:anaerobically'
+-0.929792 O        b'+1:lemma:fecl2'
+-0.940939 Anti     b'+1:lemma:anti-fur'
+-0.942359 Supp     b'-1:lemma:%'
+-0.975994 O        b'+1:lemma:supplement'
+-0.981045 O        b'lemma:mid-log'
+-0.985760 O        b'-1:lemma:dissolve'
+-0.985760 O        b'+1:lemma:methanol'
+-0.991880 O        b'lemma:anaerobic'
+-1.004133 O        b'-1:lemma:0.2'
+-1.047975 O        b'-1:postag:VBG'
+-1.056100 O        b'lemma:\xce\xb4fur'
+-1.058032 O        b'lemma:2h'
+-1.058032 O        b'-1:lemma:additional'
+-1.065496 O        b'lemma:0.3'
+-1.108652 O        b'lemma:0.1'
+-1.114961 O        b'+1:postag:VBG'
+-1.137551 Supp     b'+1:lemma:acetate'
+-1.154485 O        b'lemma:0.2'
+-1.248669 O        b'+1:lemma:at'
+-1.249902 O        b'lemma:fecl2'
+-1.259624 O        b'-1:lemma:rpob'
+-1.282405 O        b'+1:lemma:in'
+-1.300959 O        b'postag:VBP'
+-1.307774 O        b'-1:postag::'
+-1.330717 Air      b'+1:postag:JJ'
+-1.343057 O        b'+1:lemma:g/l'
+-1.370626 O        b'lemma:37'
+-1.394308 O        b'-1:lemma:sample'
+-1.451537 O        b'-1:lemma:ompr'
+-1.539969 Supp     b'postag:JJ'
+-1.574060 Air      b'postag:NN'
+-1.626564 O        b'lemma:rifampicin'
+-1.646551 Phase    b'postag:JJ'
+-1.690746 O        b'-1:lemma:ml'
+-1.723948 Anti     b'postag:NNP'
+-1.752448 O        b'-1:lemma:37'
+-1.808172 O        b'-1:lemma:nsrr'
+-1.877830 O        b'-1:lemma:IP'
+-1.901078 O        b'lemma:wt'
+-1.911145 O        b'+1:lemma:+'
+-2.060304 O        b'-1:lemma:2'
+-2.238911 O        b'lemma:methanol'
+-2.346827 O        b'+1:lemma:2'
+-2.515820 O        b'+1:lemma:hour'
+-2.737658 O        b'+1:lemma:1'
+-3.430701 O        b'-1:lemma:_'
+-3.751199 O        b'-1:lemma::'
 

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.37575104918065877, 'c2': 0.014068909404949474}
+best CV score:0.8255861440832887
+model size: 0.09M
+
+Flat F1: 0.8259332647953259
+             precision    recall  f1-score   support
+
+         OD      0.652     0.405     0.500        37
+         pH      1.000     1.000     1.000        12
+  Technique      1.000     1.000     1.000        22
+        Med      1.000     0.912     0.954        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.895     0.944        19
+        Air      0.807     0.742     0.773        62
+       Anti      0.900     1.000     0.947         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.883     0.858     0.871       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.887     0.691     0.777       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.880     0.785     0.826       480
+
+
+Top likely transitions:
+OD     -> OD      7.084434
+Agit   -> Agit    6.186786
+Temp   -> Temp    5.929541
+Air    -> Air     5.333804
+Med    -> Med     5.303931
+Supp   -> Supp    4.741743
+Gversion -> Gversion 4.640552
+Anti   -> Anti    4.494565
+Phase  -> Phase   4.151550
+Gtype  -> Gtype   4.131202
+Technique -> Technique 3.603317
+O      -> O       3.497598
+pH     -> pH      1.761638
+O      -> Supp    1.456972
+Gtype  -> Supp    1.262299
+Air    -> O       1.158446
+O      -> Technique 0.833897
+OD     -> Phase   0.824018
+O      -> Gtype   0.581942
+Temp   -> O       0.517869
+Med    -> O       0.476850
+Substrain -> Gtype   0.368872
+Supp   -> O       0.290899
+Technique -> Air     0.268494
+O      -> Anti    0.125794
+O      -> Gversion 0.041462
+O      -> OD      0.003049
+Gtype  -> Air     0.000025
+O      -> Air     -0.236692
+Gtype  -> O       -0.409359
+OD     -> O       -0.632212
+Med    -> Supp    -0.705455
+Technique -> O       -0.720532
+Substrain -> O       -0.793543
+Agit   -> O       -0.912986
+
+
+Top unlikely transitions:
+OD     -> OD      7.084434
+Agit   -> Agit    6.186786
+Temp   -> Temp    5.929541
+Air    -> Air     5.333804
+Med    -> Med     5.303931
+Supp   -> Supp    4.741743
+Gversion -> Gversion 4.640552
+Anti   -> Anti    4.494565
+Phase  -> Phase   4.151550
+Gtype  -> Gtype   4.131202
+Technique -> Technique 3.603317
+O      -> O       3.497598
+pH     -> pH      1.761638
+O      -> Supp    1.456972
+Gtype  -> Supp    1.262299
+Air    -> O       1.158446
+O      -> Technique 0.833897
+OD     -> Phase   0.824018
+O      -> Gtype   0.581942
+Temp   -> O       0.517869
+Med    -> O       0.476850
+Substrain -> Gtype   0.368872
+Supp   -> O       0.290899
+Technique -> Air     0.268494
+O      -> Anti    0.125794
+O      -> Gversion 0.041462
+O      -> OD      0.003049
+Gtype  -> Air     0.000025
+O      -> Air     -0.236692
+Gtype  -> O       -0.409359
+OD     -> O       -0.632212
+Med    -> Supp    -0.705455
+Technique -> O       -0.720532
+Substrain -> O       -0.793543
+Agit   -> O       -0.912986
+
+
+Top positive:
+5.026788 Anti     b'-2:lemma:antibody'
+4.581170 O        b'word[:2]:re'
+4.532914 O        b'-2:lemma:_'
+4.141075 Technique b'word[:2]:Ch'
+4.000190 Air      b'lemma:anaerobic'
+3.925942 O        b'word[:2]:Rp'
+3.588650 O        b'lemma:1'
+3.588650 O        b'word:1'
+3.545521 O        b'postag::'
+3.537943 O        b'postag:IN'
+3.493406 O        b'+2:lemma:\xc2\xb0c'
+3.393325 Gtype    b'-2:lemma:genotype/variation'
+3.329554 O        b'word:A'
+3.068046 Gtype    b'word[:1]:\xce\x94'
+3.034385 O        b'word[:1]:G'
+3.015992 O        b'word[:1]:S'
+2.836526 Supp     b'word[:2]:Fe'
+2.820630 Air      b'word[:2]:Ae'
+2.820630 Air      b'word:Aerobic'
+2.738575 Gtype    b'word[:2]:Fl'
+2.722116 Air      b'word[:1]:A'
+2.638126 Temp     b'word[:1]:3'
+2.523318 O        b'lemma:3'
+2.523318 O        b'word:3'
+2.522986 O        b'postag:CC'
+2.473237 O        b'lemma:2'
+2.473237 O        b'word:2'
+2.468222 O        b'postag:VBN'
+2.391799 Gtype    b'-2:lemma:delta'
+2.346345 O        b'word[:1]:B'
+2.285720 Gtype    b'lemma:type'
+2.285720 Gtype    b'word[:2]:ty'
+2.285720 Gtype    b'word:type'
+2.284112 Gtype    b'+2:lemma:glucose'
+2.211360 Technique b'word[:2]:RN'
+2.182686 O        b'+1:postag:RB'
+2.177098 O        b'postag:DT'
+2.169923 Phase    b'lemma:stationary'
+2.169923 Phase    b'word:stationary'
+2.155319 Anti     b'+2:lemma:antibody'
+2.151791 O        b'lemma:.'
+2.151791 O        b'postag:.'
+2.151791 O        b'word:.'
+2.145140 Gtype    b'-1:lemma:\xe2\x88\x86'
+2.145140 Gtype    b'-1:word:\xe2\x88\x86'
+2.134554 Supp     b'-2:lemma:supplement'
+2.134313 O        b'-1:word:Aerobic'
+2.089564 OD       b'word[:2]:OD'
+2.068607 Supp     b'lemma:arginine'
+2.061542 O        b'isLower'
+2.024477 Supp     b'lemma:nitrate'
+2.024477 Supp     b'word[:2]:ni'
+2.024477 Supp     b'word:nitrate'
+1.995233 O        b'word[:2]:ge'
+1.977149 O        b'-1:lemma:tag'
+1.954967 O        b'+2:lemma:cra'
+1.948541 O        b'+2:lemma:fructose'
+1.925028 Med      b'word[:1]:L'
+1.908907 Med      b'word[:1]:M'
+1.872648 Supp     b'word[:1]:I'
+1.862418 Med      b'+2:lemma:with'
+1.818612 Phase    b'lemma:mid-log'
+1.818612 Phase    b'word:mid-log'
+1.808244 Temp     b'-1:word:sample'
+1.800900 Supp     b'+1:word:hours'
+1.794367 O        b'lemma:_'
+1.794367 O        b'word[:1]:_'
+1.794367 O        b'word:_'
+1.771399 O        b'-2:lemma:~'
+1.768285 Temp     b'-1:lemma:sample'
+1.765360 OD       b'word[:1]:O'
+1.739074 O        b'word[:2]:ch'
+1.734592 Gtype    b'word[:1]:d'
+1.733152 Supp     b'-1:word:Cra'
+1.720079 O        b'+1:word:ChIP-Seq'
+1.719613 O        b'+1:postag:VBP'
+1.680129 Technique b'word[:1]:R'
+1.672356 O        b'+2:lemma:chipseq'
+1.646401 Supp     b'-1:postag:CC'
+1.634591 Air      b'+2:lemma:37'
+1.616241 Gtype    b'-2:postag:DT'
+1.602328 Supp     b'+1:lemma:\xc2\xb5m'
+1.602328 Supp     b'+1:word:\xc2\xb5M'
+1.563258 Gtype    b'word[:1]:W'
+1.536685 Air      b'word[:1]:a'
+1.524926 Supp     b'-2:lemma:purr'
+1.515693 Air      b'word[:2]:An'
+1.515693 Air      b'word:Anaerobic'
+1.512353 Supp     b'+2:lemma:rifampicin'
+1.503664 Med      b'word[:1]:g'
+1.496011 Supp     b'word[:1]:N'
+1.494242 O        b'-1:lemma:anaerobic'
+1.482358 O        b'-1:lemma:lb'
+1.476473 Gtype    b'lemma:nsrr'
+1.476473 Gtype    b'word[:2]:Ns'
+1.476473 Gtype    b'word:NsrR'
+1.475408 pH       b'+1:postag:CD'
+1.464474 Supp     b'word[:2]:gl'
+1.459471 Air      b'word[:2]:an'
+1.449561 O        b'-1:word:tag'
+1.441346 O        b'-2:lemma:medium'
+1.436637 Gtype    b'-2:postag:NNS'
+1.405198 Phase    b'-2:lemma:phase'
+1.403755 Supp     b'word[:1]:\xc2\xb5'
+1.381552 Technique b'word[:1]:C'
+1.367426 O        b'word[:1]:C'
+1.358817 Anti     b'word[:2]:an'
+1.352736 Supp     b'+1:lemma:2'
+1.352736 Supp     b'+1:word:2'
+1.338532 Technique b'symb'
+1.327081 pH       b'lemma:ph5'
+1.327081 pH       b'+1:lemma:.5'
+1.327081 pH       b'word:pH5'
+1.327081 pH       b'+1:word:.5'
+1.320139 O        b'lemma:-'
+1.320139 O        b'word:-'
+1.312227 OD       b'word[:2]:0.'
+1.306758 Air      b'-2:postag:CD'
+1.306653 Technique b'lemma:ChIP-exo'
+1.294854 Supp     b'+1:lemma:1'
+1.294854 Supp     b'+1:word:1'
+1.291466 Gtype    b'hGreek'
+1.288351 Gtype    b'lemma:wt'
+1.281820 Med      b'isUpper'
+1.280384 O        b'word[:2]:Cu'
+1.273897 Strain   b'lemma:k-12'
+1.273897 Strain   b'word[:2]:K-'
+1.273897 Strain   b'word:K-12'
+1.263759 Supp     b'lemma:pq'
+1.263759 Supp     b'word[:2]:PQ'
+1.263759 Supp     b'word:PQ'
+1.262897 Gversion b'postag:CD'
+1.260684 Substrain b'lemma:mg1655'
+1.260684 Substrain b'word[:2]:MG'
+1.260684 Substrain b'word:MG1655'
+1.257247 Med      b'+2:lemma:b2'
+1.250577 Gtype    b'word[:2]:cr'
+1.245268 Supp     b'lemma:Iron'
+1.245268 Supp     b'word[:2]:Ir'
+1.245268 Supp     b'word:Iron'
+1.245268 Supp     b'+1:word:Deficient'
+1.245268 Supp     b'-2:lemma:Anaerobic'
+1.242618 Gtype    b'postag:JJ'
+1.229834 Gversion b'lemma:chip-seq'
+1.223343 O        b'+2:postag:JJ'
+1.202557 O        b'lemma:a'
+1.198655 Gtype    b'+1:lemma:type'
+1.198655 Gtype    b'+1:word:type'
+1.198344 Strain   b'word[:1]:K'
+1.192715 Gtype    b'lemma:\xe2\x88\x86'
+1.192715 Gtype    b'word[:1]:\xe2\x88\x86'
+1.192715 Gtype    b'word:\xe2\x88\x86'
+1.191305 O        b'+2:lemma:of'
+1.187697 Med      b'lemma:MOPS'
+1.187697 Med      b'word[:2]:MO'
+1.187697 Med      b'word:MOPS'
+1.171501 Substrain b'word[:1]:M'
+1.171059 Air      b'postag:RB'
+1.169190 Med      b'word[:2]:LB'
+1.169190 Med      b'word:LB'
+1.154631 Gversion b'word:ChIP-Seq'
+1.142086 O        b'isNumber'
+1.141002 Gversion b'-2:lemma:build'
+1.140702 Gtype    b'-2:lemma:genotype'
+1.126546 Technique b'+2:lemma:ph5'
+1.113495 O        b'+1:postag:NNP'
+1.108444 O        b'-2:lemma:fructose'
+1.100127 O        b'-2:lemma:co2'
+1.093797 O        b'-2:lemma:\xe2\x88\x86'
+1.087633 Supp     b'+1:lemma:_'
+1.087633 Supp     b'+1:word:_'
+1.087387 O        b'word[:1]:H'
+1.079339 Anti     b'+1:lemma:antibody'
+1.079339 Anti     b'+1:word:antibody'
+1.053803 Supp     b'lemma:acetate'
+1.053803 Supp     b'word:acetate'
+1.052666 Supp     b'-1:postag:CD'
+1.041028 Anti     b'-2:lemma:polymerase'
+1.026459 O        b'+1:postag:VBN'
+1.021797 O        b'-2:lemma:mid-log'
+1.014372 Gtype    b'-1:lemma:rpob'
+1.014372 Gtype    b'-1:word:RpoB'
+0.999828 O        b'+1:postag:VBZ'
+0.999620 Gversion b'+1:postag:CD'
+0.998043 O        b'word[:2]:Cr'
+0.998043 O        b'word:Cra'
+0.994250 Supp     b'word[:2]:0.'
+0.985843 O        b'lemma:purr'
+0.985843 O        b'word:PurR'
+0.983781 Supp     b'word[:1]:1'
+0.980764 Gtype    b'-2:postag::'
+0.978629 O        b'lemma:b'
+0.978629 O        b'word:B'
+0.978589 O        b'-1:lemma:media'
+0.978589 O        b'-1:word:media'
+0.978508 O        b'lemma:at'
+0.969017 O        b'word[:1]:c'
+0.967404 O        b'word[:1]:R'
+0.958802 O        b'word[:1]:E'
+0.953468 O        b'+1:postag::'
+
+
+Top negative:
+-0.052044 O        b'+1:lemma:-rrb-'
+-0.052044 O        b'+1:word:-RRB-'
+-0.056554 O        b'word[:2]:ce'
+-0.060548 Phase    b'-2:postag:NN'
+-0.062690 Supp     b'+2:lemma:glucose'
+-0.064571 Agit     b'symb'
+-0.065267 O        b'+1:lemma:_'
+-0.065267 O        b'+1:word:_'
+-0.068598 O        b'-1:lemma:rpob'
+-0.068598 O        b'-1:word:RpoB'
+-0.068684 Gtype    b'lemma:_'
+-0.068684 Gtype    b'word[:1]:_'
+-0.068684 Gtype    b'word:_'
+-0.074203 Air      b'+2:lemma:and'
+-0.074727 O        b'-1:lemma:iptg'
+-0.074727 O        b'-1:word:IPTG'
+-0.074850 OD       b'+1:postag:CD'
+-0.077216 O        b'+2:lemma:+'
+-0.078067 Temp     b'+2:lemma:to'
+-0.078067 Temp     b'+2:postag:TO'
+-0.079117 O        b'+2:lemma:mg1655'
+-0.079758 O        b'word[:2]:30'
+-0.080740 Anti     b'+2:postag:JJ'
+-0.083302 Air      b'-1:postag:RB'
+-0.083969 O        b'-2:lemma:anaerobically'
+-0.084742 Supp     b'isNumber'
+-0.086180 O        b'+2:lemma:anaerobically'
+-0.092175 O        b'-2:postag:-LRB-'
+-0.095060 O        b'word[:1]:F'
+-0.097644 Air      b'postag:CC'
+-0.099744 O        b'lemma:k-12'
+-0.099744 O        b'word[:2]:K-'
+-0.099744 O        b'word:K-12'
+-0.106457 O        b'lemma:media'
+-0.106457 O        b'word:media'
+-0.108219 O        b'+1:lemma:until'
+-0.108219 O        b'+1:word:until'
+-0.108963 Supp     b'lemma:2'
+-0.108963 Supp     b'word:2'
+-0.110990 OD       b'+1:postag:IN'
+-0.111975 Gtype    b'-1:postag:NN'
+-0.112503 O        b'+1:word:cells'
+-0.113137 Gtype    b'-1:lemma:,'
+-0.113137 Gtype    b'-1:postag:,'
+-0.113137 Gtype    b'-1:word:,'
+-0.116950 O        b'-1:lemma:37'
+-0.116950 O        b'-1:word:37'
+-0.117677 O        b'-1:word:the'
+-0.120669 O        b'+1:lemma:supplement'
+-0.120669 O        b'+1:word:supplemented'
+-0.121823 O        b'+1:postag:-RRB-'
+-0.121829 O        b'word[:1]:p'
+-0.129179 O        b'+2:lemma:-rrb-'
+-0.130177 O        b'-1:lemma:mid-log'
+-0.130177 O        b'-1:word:mid-log'
+-0.133448 O        b'-1:lemma:the'
+-0.133564 O        b'word[:2]:Fe'
+-0.134575 O        b'+1:lemma:cell'
+-0.135676 O        b'-1:lemma:nsrr'
+-0.135676 O        b'-1:word:NsrR'
+-0.136278 Med      b'-2:lemma:grow'
+-0.137702 OD       b'-2:postag:JJ'
+-0.138850 O        b'+2:lemma:a'
+-0.139158 O        b'postag:NN'
+-0.141309 Air      b'-2:postag:RB'
+-0.142269 Temp     b'-2:postag:NN'
+-0.150696 Air      b'-2:postag:CC'
+-0.152422 OD       b'postag:CD'
+-0.155346 Gtype    b'isNumber'
+-0.157347 O        b'lemma:phase'
+-0.157347 O        b'word:phase'
+-0.158371 Supp     b'hGreek'
+-0.162404 O        b'+2:lemma:medium'
+-0.163618 O        b'-2:postag:-RRB-'
+-0.166539 O        b'+2:postag:RB'
+-0.168007 Supp     b'+2:postag:NNS'
+-0.169738 O        b'lemma:of'
+-0.169738 O        b'word[:2]:of'
+-0.169738 O        b'word:of'
+-0.172303 O        b'+2:lemma:.'
+-0.172303 O        b'+2:postag:.'
+-0.172600 O        b'-1:lemma:sample'
+-0.178258 O        b'+1:word:hours'
+-0.185213 Anti     b'+2:lemma:polyclonal'
+-0.186446 O        b'word[:2]:OD'
+-0.187064 O        b'+1:lemma:g/l'
+-0.187064 O        b'+1:word:g/L'
+-0.189574 O        b'lemma:2h'
+-0.189574 O        b'-1:lemma:additional'
+-0.189574 O        b'word[:2]:2h'
+-0.189574 O        b'word:2h'
+-0.189574 O        b'-1:word:additional'
+-0.189977 O        b'-1:postag:-LRB-'
+-0.192454 O        b'+1:lemma:.'
+-0.192454 O        b'+1:postag:.'
+-0.192454 O        b'+1:word:.'
+-0.198550 Gtype    b'+2:lemma:,'
+-0.198550 Gtype    b'+2:postag:,'
+-0.199077 Supp     b'+2:lemma:-rrb-'
+-0.209538 Supp     b'+2:postag:-RRB-'
+-0.216556 O        b'lemma:methanol'
+-0.216556 O        b'word:methanol'
+-0.216556 O        b'-2:lemma:dissolve'
+-0.222399 O        b'+2:lemma:b'
+-0.230362 Supp     b'-2:postag:JJ'
+-0.230473 O        b'-1:lemma:dissolve'
+-0.230473 O        b'+1:lemma:methanol'
+-0.230473 O        b'-1:word:dissolved'
+-0.230473 O        b'+1:word:methanol'
+-0.246071 Temp     b'postag:NN'
+-0.253325 O        b'-1:lemma:grow'
+-0.262317 Temp     b'isLower'
+-0.263799 O        b'word[:2]:gl'
+-0.265145 OD       b'isLower'
+-0.271959 O        b'-2:lemma:50'
+-0.277605 O        b'-2:postag:RB'
+-0.294527 O        b'+2:lemma:rifampicin'
+-0.296283 Supp     b'isUpper'
+-0.303601 O        b'+1:postag:VBG'
+-0.305609 Gtype    b'postag:NNP'
+-0.306835 O        b'-2:postag:DT'
+-0.307435 O        b'word[:2]:ri'
+-0.308156 O        b'-1:lemma:co2'
+-0.308156 O        b'-1:word:CO2'
+-0.308934 Med      b'+1:postag:NN'
+-0.312777 O        b'-1:postag:IN'
+-0.331437 O        b'-2:lemma:a'
+-0.342737 O        b'word[:1]:K'
+-0.345243 Anti     b'+1:lemma:anti-fur'
+-0.345243 Anti     b'+1:word:anti-Fur'
+-0.357708 Agit     b'hUpper'
+-0.357708 Agit     b'hLower'
+-0.360267 Supp     b'word[:2]:an'
+-0.374118 O        b'+1:postag:NNS'
+-0.375266 O        b'-2:postag:VBG'
+-0.382105 Phase    b'postag:JJ'
+-0.396801 Med      b'symb'
+-0.399800 O        b'word[:1]:g'
+-0.401641 Med      b'-2:postag:NNP'
+-0.404890 OD       b'+1:postag:NN'
+-0.415691 Phase    b'hUpper'
+-0.415691 Phase    b'hLower'
+-0.419849 O        b'lemma:rifampicin'
+-0.419849 O        b'word:rifampicin'
+-0.451527 O        b'word[:1]:N'
+-0.494122 Supp     b'+2:lemma:2'
+-0.511421 OD       b'+2:postag:NN'
+-0.530842 O        b'-2:lemma:supplement'
+-0.535189 O        b'lemma:wt'
+-0.537729 O        b'word:cells'
+-0.557817 OD       b'+2:postag:CD'
+-0.562708 Med      b'-1:postag:NN'
+-0.567600 O        b'-2:lemma::'
+-0.588931 O        b'+2:postag:-RRB-'
+-0.588979 Air      b'isLower'
+-0.648905 O        b'postag:RB'
+-0.650990 O        b'+2:lemma:mid-log'
+-0.653045 O        b'-2:lemma:rpob'
+-0.658979 Air      b'-1:postag:JJ'
+-0.664709 Supp     b'+2:postag:NN'
+-0.715070 O        b'-1:postag:VBG'
+-0.728681 Med      b'-2:postag:VBN'
+-0.764375 O        b'+1:lemma:in'
+-0.764375 O        b'+1:word:in'
+-0.781477 O        b'word[:1]:0'
+-0.789024 OD       b'isNumber'
+-0.793942 O        b'lemma:mid-log'
+-0.793942 O        b'word:mid-log'
+-0.808561 O        b'word[:1]:\xce\x94'
+-0.808585 Med      b'+1:postag:IN'
+-0.828064 O        b'+1:lemma:at'
+-0.828064 O        b'+1:word:at'
+-0.852882 O        b'+1:postag:IN'
+-0.863301 O        b'word[:1]:P'
+-0.887183 Gversion b'isLower'
+-0.892329 O        b'-2:lemma:rifampicin'
+-0.892363 O        b'word[:2]:me'
+-0.923638 O        b'+1:lemma:2'
+-0.923638 O        b'+1:word:2'
+-0.926320 O        b'-1:lemma:2'
+-0.926320 O        b'-1:word:2'
+-0.953731 Gtype    b'isUpper'
+-0.983394 Gtype    b'word[:1]:C'
+-0.991482 O        b'word[:1]:d'
+-1.050165 O        b'-2:lemma:phase'
+-1.081955 Supp     b'symb'
+-1.100341 Anti     b'postag:NNP'
+-1.101751 O        b'+1:lemma:1'
+-1.101751 O        b'+1:word:1'
+-1.313954 O        b'-1:postag::'
+-1.342158 Technique b'postag:NN'
+-1.383899 O        b'word[:2]:Ch'
+-1.392025 Supp     b'postag:JJ'
+-1.498805 Air      b'postag:NN'
+-1.634162 O        b'-1:lemma::'
+-1.634162 O        b'-1:word::'
+-2.037586 O        b'-1:lemma:_'
+-2.037586 O        b'-1:word:_'
+-2.050665 Supp     b'+2:postag:CD'
+-3.447085 OD       b'word[:1]:-'
+

+********** TRAINING AND TESTING REPORT **********
+Training file: training-data-set-70_v4.txt
+
+best params:{'c1': 0.005890787510878062, 'c2': 0.06901405430753309}
+best CV score:0.800439058983579
+model size: 0.13M
+
+Flat F1: 0.7875530357193007
+             precision    recall  f1-score   support
+
+         OD      1.000     0.405     0.577        37
+         pH      1.000     1.000     1.000        12
+  Technique      0.952     0.909     0.930        22
+        Med      0.889     0.842     0.865        57
+       Temp      0.818     1.000     0.900        18
+       Vess      0.000     0.000     0.000         0
+       Agit      0.000     0.000     0.000         0
+      Phase      1.000     0.895     0.944        19
+        Air      0.754     0.742     0.748        62
+       Anti      1.000     0.444     0.615         9
+     Strain      1.000     1.000     1.000         1
+      Gtype      0.862     0.764     0.810       106
+  Substrain      0.000     0.000     0.000         1
+       Supp      0.865     0.662     0.750       136
+   Gversion      0.000     0.000     0.000         0
+
+avg / total      0.875     0.733     0.788       480
+
+
+Top likely transitions:
+OD     -> OD      5.295300
+Med    -> Med     4.817027
+Air    -> Air     4.541687
+Temp   -> Temp    4.477980
+Anti   -> Anti    4.403961
+Agit   -> Agit    4.189406
+O      -> O       4.155711
+Gversion -> Gversion 3.926573
+Phase  -> Phase   3.764540
+Gtype  -> Gtype   3.728193
+Supp   -> Supp    3.500024
+Technique -> Technique 2.523454
+pH     -> pH      2.120930
+O      -> Supp    1.644804
+Substrain -> Gtype   1.553365
+Gtype  -> Supp    1.549696
+Air    -> O       1.305073
+O      -> Gtype   1.048094
+Technique -> Air     1.030180
+O      -> Technique 0.933161
+O      -> Temp    0.764897
+Gtype  -> pH      0.723788
+Med    -> O       0.647341
+Gtype  -> Air     0.646357
+O      -> Anti    0.639501
+OD     -> Phase   0.283925
+O      -> Strain  0.281301
+Phase  -> O       0.224883
+O      -> Gversion 0.199014
+O      -> Vess    0.165133
+O      -> pH      0.164399
+Supp   -> O       0.147494
+Temp   -> O       0.060602
+O      -> Med     0.024988
+pH     -> Vess    -0.000034
+Gversion -> Strain  -0.000143
+Agit   -> Anti    -0.005756
+Strain -> Gversion -0.006189
+Vess   -> O       -0.008273
+Vess   -> Technique -0.009171
+Substrain -> Phase   -0.009186
+Temp   -> Substrain -0.014198
+Med    -> Strain  -0.014524
+Vess   -> Med     -0.015908
+Med    -> Agit    -0.017755
+Agit   -> Gversion -0.019478
+Med    -> Vess    -0.019502
+Gversion -> Agit    -0.021787
+Substrain -> Med     -0.022015
+pH     -> Agit    -0.023370
+
+
+Top unlikely transitions:
+Gversion -> Gtype   -0.449091
+Anti   -> Supp    -0.469341
+Technique -> O       -0.471772
+Air    -> Gtype   -0.471801
+OD     -> Anti    -0.472176
+Med    -> Air     -0.493933
+Gversion -> Supp    -0.505303
+Air    -> Temp    -0.514758
+Anti   -> Gtype   -0.526422
+Technique -> Gversion -0.527475
+OD     -> Supp    -0.540365
+Gversion -> Air     -0.543215
+Gversion -> Technique -0.557808
+OD     -> Technique -0.562317
+Anti   -> OD      -0.572231
+Air    -> Supp    -0.574414
+Gtype  -> Phase   -0.589533
+Supp   -> pH      -0.634245
+Air    -> Med     -0.635679
+OD     -> Med     -0.653630
+O      -> Air     -0.677094
+Supp   -> Phase   -0.687344
+Gtype  -> Technique -0.694977
+Technique -> Supp    -0.714796
+OD     -> Temp    -0.724798
+Supp   -> Temp    -0.735059
+Gtype  -> Gversion -0.783076
+Temp   -> Med     -0.785893
+Phase  -> Technique -0.787474
+OD     -> Gtype   -0.788802
+Gtype  -> Med     -0.799774
+Air    -> OD      -0.822597
+Supp   -> Anti    -0.844375
+Supp   -> Air     -0.856507
+OD     -> O       -0.872397
+Supp   -> OD      -0.885971
+Supp   -> Gversion -0.902285
+Gtype  -> Anti    -0.919969
+Gtype  -> OD      -0.936809
+Agit   -> O       -0.963196
+Supp   -> Gtype   -0.973061
+Supp   -> Technique -0.989494
+OD     -> Air     -1.170906
+Technique -> OD      -1.195273
+Technique -> Gtype   -1.215623
+Substrain -> O       -1.241298
+Supp   -> Med     -1.319744
+Technique -> pH      -1.339939
+Med    -> Supp    -1.354155
+Phase  -> OD      -1.507830
+
+
+Top positive:
+6.001404 O        b'lemma:_'
+5.108046 O        b'lemma:1'
+4.607885 Air      b'lemma:anaerobic'
+4.487322 O        b'lemma:2'
+4.403039 Strain   b'lemma:k-12'
+4.353066 Technique b'lemma:ChIP-exo'
+4.261832 Technique b'lemma:chipseq'
+4.120645 Air      b'lemma:aerobic'
+4.097041 Supp     b'lemma:Iron'
+4.006566 O        b'lemma:rpob'
+3.971422 Supp     b'lemma:nh4cl'
+3.946783 Supp     b'lemma:pq'
+3.920412 Supp     b'lemma:glucose'
+3.913288 O        b'postag:IN'
+3.777202 O        b'lemma:3'
+3.702196 Gtype    b'lemma:arca8myc'
+3.696052 O        b'lemma:rep1'
+3.694299 Gtype    b'lemma:wt'
+3.684859 Phase    b'lemma:stationary'
+3.619890 Gtype    b'lemma:flag-tag'
+3.619890 Gtype    b'-1:lemma:c-terminal'
+3.561287 Gtype    b'lemma:\xce\xb4cra'
+3.436909 Substrain b'lemma:mg1655'
+3.399977 Gtype    b'-1:lemma:\xe2\x88\x86'
+3.390171 O        b'lemma:rep2'
+3.367223 Supp     b'lemma:acetate'
+3.313496 Supp     b'+1:lemma:\xc2\xb5m'
+3.310220 Phase    b'lemma:mid-log'
+3.304995 Gversion b'lemma:asm584v2'
+3.270028 O        b'lemma:Cra'
+3.220110 Supp     b'lemma:no3'
+3.184611 O        b'lemma:b'
+3.183606 O        b'postag::'
+3.173832 Supp     b'lemma:nitrate'
+3.172458 Air      b'-1:lemma:ChIP-Seq'
+3.117942 O        b'lemma:a'
+3.086615 Gtype    b'lemma:delta-arca'
+3.060393 Med      b'lemma:LB'
+3.052585 O        b'lemma:.'
+3.052585 O        b'postag:.'
+3.040998 O        b'-1:lemma:tag'
+3.039527 Air      b'lemma:Aerobic'
+3.034395 O        b'lemma:rep3'
+3.030474 Med      b'lemma:lb'
+3.013829 Supp     b'lemma:Fe'
+2.993252 Technique b'lemma:rna-seq'
+2.946753 Supp     b'lemma:dpd'
+2.934731 Gtype    b'lemma:fnr8myc'
+2.888684 Technique b'lemma:chip-seq'
+2.845234 Supp     b'lemma:fructose'
+2.833231 OD       b'lemma:od600'
+2.824550 O        b'-1:lemma:Aerobic'
+2.820328 Gtype    b'lemma:\xe2\x88\x86'
+2.817149 O        b'lemma:\xcf\x8332'
+2.807553 O        b'-1:lemma:ChIP-exo'
+2.800013 O        b'+1:postag:RB'
+2.767317 Supp     b'+1:lemma:1'
+2.763849 Technique b'lemma:rnaseq'
+2.736019 Anti     b'lemma:none'
+2.735616 Med      b'lemma:MOPS'
+2.704042 O        b'postag:VBN'
+2.692426 Anti     b'lemma:seqa'
+2.674687 O        b'lemma:CEL'
+2.641978 Med      b'+1:lemma:0.4'
+2.538323 O        b'lemma:Custom'
+2.532184 OD       b'lemma:od450'
+2.528303 Gtype    b'lemma:type'
+2.515549 Gtype    b'+1:lemma:type'
+2.508151 O        b'lemma:-'
+2.506162 Gtype    b'lemma:delta-fnr'
+2.494354 pH       b'lemma:ph5'
+2.494354 pH       b'+1:lemma:.5'
+2.483580 Gversion b'lemma:nc'
+2.472529 Supp     b'lemma:rifampicin'
+2.439115 Air      b'postag:RB'
+2.437715 Supp     b'+1:lemma:Deficient'
+2.432663 Gtype    b'lemma:nsrr'
+2.426483 O        b'lemma:affyexp'
+2.426224 Vess     b'lemma:flask'
+2.426224 Vess     b'-1:lemma:warm'
+2.409664 Gtype    b'lemma:\xce\xb4fur'
+2.401638 Supp     b'-1:lemma:Cra'
+2.397836 Gversion b'lemma:chip-seq'
+2.376616 Gtype    b'+1:lemma:with'
+2.376328 Supp     b'+1:lemma:2'
+2.352749 O        b'+1:lemma:od600'
+2.350360 Temp     b'lemma:\xc2\xb0c'
+2.340801 Supp     b'+1:lemma:_'
+2.340243 Supp     b'lemma:arginine'
+2.296460 O        b'lemma:chip-arca'
+2.263142 O        b'-1:lemma:glucose'
+2.259312 Gtype    b'lemma:wild-type'
+2.256120 O        b'lemma:with'
+2.252353 Gversion b'lemma:.2'
+2.252353 Gversion b'-1:lemma:u00096'
+2.250177 Gtype    b'lemma:WT'
+2.244062 O        b'lemma:s'
+2.242532 Technique b'lemma:ChIP-Seq'
+2.236704 Gtype    b'-1:lemma:_'
+2.235688 O        b'lemma:argr'
+2.232314 Gversion b'lemma:u00096'
+2.232314 Gversion b'+1:lemma:.2'
+2.227051 Med      b'lemma:m63'
+2.196925 Gversion b'lemma:000913'
+2.195820 O        b'-1:lemma:stpa'
+2.190615 O        b'lemma:oxyr'
+2.167202 O        b'-1:lemma:anaerobic'
+2.153126 Gtype    b'-1:lemma:ptac'
+2.138902 pH       b'+1:postag:CD'
+2.137252 Strain   b'+1:lemma:substr'
+2.135331 Gtype    b'lemma:\xce\xb4soxs'
+2.132696 Technique b'-1:lemma:IP'
+2.130445 O        b'+1:lemma:pq'
+2.121844 O        b'lemma:or'
+2.120627 Med      b'+1:lemma:2.0'
+2.119248 O        b'-1:lemma:0.3-0.35'
+2.102124 Anti     b'lemma:anti-myc'
+2.099119 Gtype    b'+1:lemma:pq'
+2.097053 Gversion b'-1:lemma:nc'
+2.095915 O        b'postag:SYM'
+2.087696 Gtype    b'+1:lemma:flagtag'
+2.068537 Phase    b'lemma:phase'
+2.039522 O        b'-1:lemma:lb'
+2.034656 O        b'lemma:ompr'
+2.020219 Supp     b'lemma:nacl'
+2.011236 O        b'+1:lemma:anti-fur'
+2.002622 O        b'lemma:purr'
+1.989136 Gtype    b'lemma:ptac'
+1.986425 O        b'lemma:Lrp'
+1.986041 Air      b'lemma:anaerobically'
+1.984872 Technique b'postag:NNP'
+1.982619 Supp     b'lemma:Leu'
+1.963147 Air      b'-1:lemma:_'
+1.960508 Air      b'-1:lemma:-'
+1.951971 O        b'lemma:chip'
+1.946660 Gtype    b'lemma:deltaseqa'
+1.946660 Gtype    b'-1:lemma:old'
+1.941357 Technique b'-1:lemma:chip-exo'
+1.929969 Anti     b'+1:lemma:antibody'
+1.926992 Phase    b'-1:lemma:mid-log'
+1.917242 Gtype    b'-1:lemma:rpob'
+1.913616 Substrain b'+1:lemma:phtpg'
+1.907553 Temp     b'-1:lemma:37'
+1.902343 O        b'-1:lemma:type'
+1.899563 Gtype    b'lemma:\xce\xb4ompr'
+1.896818 Gtype    b'+1:lemma:aerobic'
+1.896130 Supp     b'lemma:iptg'
+1.891122 Air      b'lemma:Anaerobic'
+1.888582 Gtype    b'lemma:pk4854'
+1.885003 Temp     b'lemma:43'
+1.884992 Med      b'+1:lemma:+'
+1.883373 Gtype    b'+1:lemma:ph5'
+1.883065 Air      b'-1:postag::'
+1.880978 O        b'postag:DT'
+1.869735 O        b'postag:CC'
+1.867667 Supp     b'-1:lemma:with'
+1.859135 Supp     b'-1:lemma:\xc2\xb5m'
+1.850190 Temp     b'+1:lemma:\xc2\xb0c'
+1.849895 Vess     b'-1:postag:VBN'
+1.830649 O        b'+1:lemma:43'
+1.826705 Supp     b'+1:lemma:respiratory'
+1.826425 Med      b'postag:NNP'
+1.818906 O        b'lemma:culture'
+1.815650 Med      b'-1:lemma:ml'
+1.814335 Gtype    b'-1:lemma:nsrr'
+1.807866 Technique b'-1:lemma:input'
+1.801111 pH       b'lemma:.5'
+1.801111 pH       b'-1:lemma:ph5'
+1.799448 Supp     b'lemma:Adenine'
+1.798437 Air      b'+1:lemma:at'
+1.797384 O        b'lemma:genotype/variation'
+1.795853 Temp     b'-1:lemma:43'
+1.792969 O        b'lemma:Fur'
+1.792070 Technique b'-1:lemma:_'
+1.790333 O        b'+1:lemma:chip-seq'
+1.785178 Gversion b'+1:lemma:000913'
+1.777548 Anti     b'lemma:anti-rpos'
+1.772627 Supp     b'+1:lemma:hour'
+1.771735 O        b'lemma:chip-fnr'
+1.766973 Technique b'+1:lemma:chip-exo'
+1.765244 Supp     b'lemma:methanol'
+1.753576 OD       b'+1:lemma:stationary'
+1.735182 O        b'lemma:for'
+1.733859 Vess     b'+1:lemma:at'
+1.726551 O        b'lemma:pt7'
+1.711211 O        b'postag:VBG'
+1.709643 O        b'-1:lemma:\xc2\xb0c'
+1.699026 Temp     b'lemma:37'
+1.698654 Gtype    b'+1:lemma:,'
+1.698654 Gtype    b'+1:postag:,'
+1.691558 Gtype    b'+1:lemma:_'
+1.691282 O        b'lemma:soxs'
+1.691282 O        b'lemma:soxr'
+1.691054 Supp     b'lemma:20'
+1.680349 Gversion b'postag:CD'
+1.680242 O        b'+1:lemma:mid-log'
+1.676394 O        b'lemma:at'
+1.671037 Supp     b'-1:lemma:+'
+1.657960 Phase    b'+1:lemma:for'
+1.657799 Technique b'-1:lemma:rna-seq'
+
+
+Top negative:
+-0.138337 OD       b'postag:IN'
+-0.140202 O        b'lemma:n2'
+-0.141199 Gtype    b'-1:lemma:-lrb-'
+-0.141513 Med      b'postag:-LRB-'
+-0.142816 O        b'lemma:aerobically'
+-0.148531 Technique b'+1:postag:JJ'
+-0.153818 Gtype    b'postag:VBG'
+-0.163124 Supp     b'postag:CD'
+-0.169140 O        b'-1:lemma:of'
+-0.172938 O        b'+1:lemma:2.0'
+-0.175379 Technique b'-1:lemma::'
+-0.175946 Supp     b'-1:lemma:%'
+-0.176380 O        b'-1:postag:-LRB-'
+-0.177032 OD       b'+1:postag:CD'
+-0.186317 O        b'+1:lemma:pahse'
+-0.188005 OD       b'+1:postag:NNS'
+-0.189604 Med      b'+1:lemma:m9'
+-0.194248 Gtype    b'postag:CD'
+-0.196879 Med      b'-1:lemma:MOPS'
+-0.200307 O        b'+1:lemma:purify'
+-0.202100 Med      b'-1:postag:NN'
+-0.209858 O        b'-1:lemma:delta'
+-0.209949 O        b'lemma:10'
+-0.214403 OD       b'+1:lemma:0.4'
+-0.215059 O        b'lemma:co2'
+-0.217010 Phase    b'postag:JJ'
+-0.220806 Med      b'postag:CD'
+-0.221059 Gtype    b'-1:lemma:,'
+-0.221059 Gtype    b'-1:postag:,'
+-0.227070 O        b'lemma:mg/ml'
+-0.227070 O        b'-1:lemma:150'
+-0.228793 O        b'-1:lemma:grow'
+-0.241460 Supp     b'lemma:and'
+-0.241888 O        b'lemma:medium'
+-0.246141 Gtype    b'+1:lemma:2'
+-0.251300 Gtype    b'postag:NNS'
+-0.251694 O        b'+1:lemma:sample'
+-0.253709 Supp     b'+1:postag:IN'
+-0.255442 Gtype    b'-1:lemma:-'
+-0.263468 O        b'+1:postag:-RRB-'
+-0.271432 Gtype    b'+1:postag:NNS'
+-0.278350 Air      b'postag:CD'
+-0.280151 O        b'postag:RB'
+-0.286504 O        b'-1:lemma:purify'
+-0.287229 Supp     b'-1:postag:VBG'
+-0.291292 O        b'+1:lemma:%'
+-0.295935 OD       b'+1:lemma:in'
+-0.296047 O        b'-1:lemma:rna'
+-0.296196 Gtype    b'lemma:ompr'
+-0.297998 O        b'+1:lemma:phase'
+-0.299404 Phase    b'-1:lemma:at'
+-0.304065 O        b'lemma:30'
+-0.305817 O        b'+1:lemma:-lcb-'
+-0.308356 O        b'-1:lemma:20'
+-0.308695 O        b'+1:lemma:mg1655'
+-0.311346 O        b'+1:lemma:delta'
+-0.313799 O        b'-1:postag:VBP'
+-0.315020 O        b'lemma:e.'
+-0.315230 O        b'-1:lemma:e.'
+-0.319138 Gtype    b'+1:lemma:-lrb-'
+-0.321739 Anti     b'+1:postag:JJ'
+-0.322662 O        b'-1:lemma:30'
+-0.329200 O        b'lemma:nacl'
+-0.329442 Gtype    b'+1:lemma:cra'
+-0.332012 O        b'-1:lemma:o2'
+-0.332558 O        b'+1:lemma:from'
+-0.333621 Gtype    b'+1:lemma:a'
+-0.335398 O        b'+1:lemma:cell'
+-0.339984 O        b'lemma:pahse'
+-0.350806 O        b'-1:lemma:fresh'
+-0.364120 O        b'+1:lemma:dissolve'
+-0.372799 O        b'+1:lemma:minimal'
+-0.374219 Supp     b'+1:postag:VBN'
+-0.377677 Gtype    b'-1:postag:CD'
+-0.390295 O        b'+1:postag:IN'
+-0.390779 Med      b'-1:postag:CD'
+-0.399008 Technique b'-1:postag::'
+-0.401291 O        b'+1:lemma:strain'
+-0.405578 O        b'-1:lemma:affinity'
+-0.411039 O        b'lemma:minimal'
+-0.413767 O        b'lemma:8'
+-0.418867 O        b'-1:lemma:rifampicin'
+-0.420435 Med      b'+1:postag:NNS'
+-0.421888 O        b'-1:lemma:iptg'
+-0.426304 O        b'-1:lemma:0.1'
+-0.427748 O        b'-1:lemma:um'
+-0.427748 O        b'+1:lemma:paraquat'
+-0.432025 Supp     b'+1:lemma:glucose'
+-0.439327 OD       b'+1:postag:CC'
+-0.440292 Gtype    b'+1:lemma:b'
+-0.444597 Med      b'+1:postag:NN'
+-0.449089 O        b'+1:lemma:shake'
+-0.454608 O        b'-1:lemma:from'
+-0.468184 O        b'lemma:of'
+-0.472171 O        b'lemma:\xc2\xb0c'
+-0.475747 O        b'lemma:phase'
+-0.483124 O        b'-1:lemma:mid-log'
+-0.485719 O        b'+1:lemma:until'
+-0.487110 Temp     b'postag:JJ'
+-0.495708 O        b'-1:lemma:chip-exo'
+-0.495761 O        b'-1:lemma:cra'
+-0.499278 Temp     b'+1:lemma:to'
+-0.499278 Temp     b'+1:postag:TO'
+-0.502976 O        b'+1:lemma:rep1'
+-0.516570 O        b'lemma:150'
+-0.516570 O        b'+1:lemma:mg/ml'
+-0.517552 OD       b'+1:lemma:and'
+-0.526042 O        b'lemma:dissolve'
+-0.528223 O        b'lemma:m63'
+-0.532678 O        b'lemma:glucose'
+-0.539809 O        b'-1:lemma:mm'
+-0.555116 O        b'+1:lemma:Aerobic'
+-0.560647 Supp     b'postag:CC'
+-0.568048 O        b'+1:lemma:b'
+-0.574891 O        b'+1:lemma:300'
+-0.583571 O        b'+1:lemma:c'
+-0.591151 O        b'-1:lemma:g/l'
+-0.591330 Temp     b'-1:lemma:\xc2\xb0c'
+-0.600038 O        b'+1:postag:NNS'
+-0.602099 OD       b'postag:JJ'
+-0.605582 pH       b'postag:NN'
+-0.607566 OD       b'+1:lemma:mid-log'
+-0.610267 O        b'lemma:lb'
+-0.612280 O        b'lemma:purify'
+-0.617785 Gtype    b'lemma:_'
+-0.625835 O        b'+1:lemma:0.4'
+-0.638498 O        b'+1:lemma:arginine'
+-0.643623 OD       b'lemma:-lrb-'
+-0.644126 Gtype    b'-1:postag:SYM'
+-0.658568 Temp     b'postag:NN'
+-0.658731 Gtype    b'+1:lemma:\xe2\x88\x86'
+-0.661085 O        b'+1:lemma:fecl2'
+-0.669040 O        b'lemma:mg1655'
+-0.672673 O        b'lemma:dpd'
+-0.698443 Supp     b'+1:lemma:rifampicin'
+-0.713908 O        b'-1:lemma:until'
+-0.714588 O        b'-1:lemma:od600'
+-0.721807 Gtype    b'-1:postag:DT'
+-0.723775 Gtype    b'lemma:delta'
+-0.727392 OD       b'postag:-LRB-'
+-0.754913 O        b'-1:lemma:1'
+-0.773161 OD       b'+1:postag:NN'
+-0.785912 Anti     b'+1:lemma:anti-fur'
+-0.798212 O        b'+1:lemma:0.3'
+-0.806842 O        b'lemma:anaerobically'
+-0.817840 O        b'lemma:od600'
+-0.828895 Phase    b'-1:postag:JJ'
+-0.832410 O        b'+1:lemma:in'
+-0.838317 Med      b'+1:postag:IN'
+-0.843570 O        b'+1:lemma:\xc2\xb0c'
+-0.853228 O        b'+1:lemma:at'
+-0.895416 Air      b'-1:postag:JJ'
+-0.900736 O        b'lemma:media'
+-0.902081 O        b'-1:lemma:\xe2\x88\x86'
+-0.906592 O        b'lemma:0.3'
+-0.918504 O        b'-1:lemma:0.2'
+-0.931732 O        b'+1:postag:VBG'
+-0.943156 O        b'lemma:0.1'
+-0.954406 O        b'-1:lemma:dissolve'
+-0.954406 O        b'+1:lemma:methanol'
+-0.966339 Supp     b'+1:lemma:acetate'
+-0.995930 O        b'lemma:fecl2'
+-1.003164 O        b'lemma:20'
+-1.026277 O        b'lemma:mid-log'
+-1.053295 O        b'-1:lemma:ompr'
+-1.054899 O        b'lemma:anaerobic'
+-1.057596 O        b'lemma:2h'
+-1.057596 O        b'-1:lemma:additional'
+-1.080282 O        b'+1:lemma:g/l'
+-1.082820 O        b'lemma:0.2'
+-1.104495 O        b'-1:lemma:~'
+-1.121867 O        b'-1:lemma:ml'
+-1.127613 O        b'lemma:k-12'
+-1.175804 O        b'lemma:\xe2\x88\x86'
+-1.176063 O        b'lemma:\xce\xb4fur'
+-1.192468 O        b'+1:lemma:supplement'
+-1.233751 O        b'-1:postag:VBG'
+-1.236448 O        b'postag:VBP'
+-1.249871 O        b'-1:lemma:sample'
+-1.284753 O        b'-1:lemma:rpob'
+-1.294533 O        b'-1:lemma:co2'
+-1.310574 O        b'lemma:37'
+-1.338283 O        b'-1:postag::'
+-1.367124 Anti     b'postag:NNP'
+-1.397494 O        b'-1:lemma:37'
+-1.398009 Supp     b'postag:JJ'
+-1.437506 Air      b'+1:postag:JJ'
+-1.540588 O        b'lemma:wt'
+-1.569408 O        b'-1:lemma:2'
+-1.577711 O        b'+1:lemma:+'
+-1.615554 O        b'+1:lemma:hour'
+-1.616588 O        b'lemma:methanol'
+-1.673269 O        b'lemma:rifampicin'
+-1.677284 O        b'-1:lemma:IP'
+-1.688519 O        b'-1:lemma:nsrr'
+-1.716711 Air      b'postag:NN'
+-1.806551 O        b'+1:lemma:2'
+-1.992901 O        b'+1:lemma:1'
+-2.768062 O        b'-1:lemma:_'
+-2.825339 O        b'-1:lemma::'
+