report_Run6_v13.txt
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********** TRAINING AND TESTING REPORT **********
Training file: training-data-set-70.txt
best params:{'c1': 0.216886783747496, 'c2': 0.06401679314680564}
best CV score:0.8628969551909399
model size: 0.09M
Flat F1: 0.7959513846538584
precision recall f1-score support
OD 1.000 0.818 0.900 22
pH 1.000 1.000 1.000 8
Technique 1.000 0.913 0.955 23
Med 1.000 0.943 0.971 53
Temp 0.923 0.828 0.873 29
Vess 1.000 1.000 1.000 1
Agit 0.000 0.000 0.000 0
Phase 0.875 0.933 0.903 15
Air 0.543 0.362 0.435 69
Anti 0.917 1.000 0.957 11
Strain 0.000 0.000 0.000 1
Gtype 0.814 0.824 0.819 85
Substrain 0.000 0.000 0.000 0
Supp 0.796 0.813 0.804 134
Gversion 0.000 0.000 0.000 0
avg / total 0.821 0.778 0.796 451
Top likely transitions:
Agit -> Agit 5.554988
Supp -> Supp 5.075372
Temp -> Temp 4.962367
OD -> OD 4.808863
Med -> Med 4.722789
Air -> Air 4.233855
O -> O 3.842262
Anti -> Anti 3.839550
Phase -> Phase 3.786109
Gversion -> Gversion 3.561515
Gtype -> Gtype 3.500625
Technique -> Technique 2.701288
pH -> pH 2.368505
Air -> O 1.248758
O -> Supp 1.184530
Supp -> O 1.041831
O -> Technique 0.884981
Substrain -> Gtype 0.835591
Gtype -> Supp 0.610921
Med -> O 0.552574
O -> Gtype 0.514570
Gtype -> Air 0.471576
Temp -> O 0.349650
Technique -> Air 0.330874
O -> Phase 0.267311
Phase -> O 0.188152
O -> Temp 0.115742
OD -> O 0.034158
pH -> O 0.026851
O -> Anti 0.018274
Supp -> Gtype -0.000011
Technique -> Supp -0.000552
O -> OD -0.010291
Gtype -> Gversion -0.047313
Anti -> Gtype -0.071853
Agit -> Air -0.100169
Gtype -> Anti -0.102605
Gversion -> O -0.105812
Supp -> Med -0.143033
Technique -> pH -0.232213
Technique -> Gtype -0.267078
OD -> Air -0.314439
O -> Air -0.465381
Gtype -> Med -0.468979
Technique -> O -0.504446
Gtype -> Technique -0.550704
Gtype -> O -0.582351
Substrain -> O -0.875234
Med -> Supp -1.007844
Top unlikely transitions:
Agit -> Agit 5.554988
Supp -> Supp 5.075372
Temp -> Temp 4.962367
OD -> OD 4.808863
Med -> Med 4.722789
Air -> Air 4.233855
O -> O 3.842262
Anti -> Anti 3.839550
Phase -> Phase 3.786109
Gversion -> Gversion 3.561515
Gtype -> Gtype 3.500625
Technique -> Technique 2.701288
pH -> pH 2.368505
Air -> O 1.248758
O -> Supp 1.184530
Supp -> O 1.041831
O -> Technique 0.884981
Substrain -> Gtype 0.835591
Gtype -> Supp 0.610921
Med -> O 0.552574
O -> Gtype 0.514570
Gtype -> Air 0.471576
Temp -> O 0.349650
Technique -> Air 0.330874
O -> Phase 0.267311
Phase -> O 0.188152
O -> Temp 0.115742
OD -> O 0.034158
pH -> O 0.026851
O -> Anti 0.018274
Supp -> Gtype -0.000011
Technique -> Supp -0.000552
O -> OD -0.010291
Gtype -> Gversion -0.047313
Anti -> Gtype -0.071853
Agit -> Air -0.100169
Gtype -> Anti -0.102605
Gversion -> O -0.105812
Supp -> Med -0.143033
Technique -> pH -0.232213
Technique -> Gtype -0.267078
OD -> Air -0.314439
O -> Air -0.465381
Gtype -> Med -0.468979
Technique -> O -0.504446
Gtype -> Technique -0.550704
Gtype -> O -0.582351
Substrain -> O -0.875234
Med -> Supp -1.007844
Top positive:
4.945315 O b'lemma:2'
4.341746 Anti b'-2:lemma:antibody'
4.195357 O b'lemma:1'
4.099828 O b'postag:IN'
4.036396 Technique b'lemma[:2]:Ch'
3.544794 O b'lemma:3'
3.385486 O b'-2:lemma:_'
3.361181 Gtype b'lemma[:1]:\xce\xb4'
3.048558 O b'lemma[:2]:re'
2.941595 Air b'lemma[:2]:ae'
2.883410 Gtype b'-1:lemma:\xe2\x88\x86'
2.795385 O b'lemma:.'
2.795385 O b'postag:.'
2.774702 O b'lemma:with'
2.761558 O b'postag:CC'
2.733259 Phase b'lemma:mid-log'
2.669708 Technique b'lemma:chipseq'
2.662398 O b'lemma:_'
2.662398 O b'lemma[:1]:_'
2.660918 Air b'lemma:anaerobic'
2.627297 O b'postag::'
2.598463 Gtype b'lemma:type'
2.598463 Gtype b'lemma[:2]:ty'
2.432498 Substrain b'lemma[:2]:mg'
2.400856 O b'postag:VBN'
2.383489 Supp b'-1:lemma:with'
2.343528 O b'lemma:b'
2.312992 O b'lemma[:1]:h'
2.296178 Supp b'lemma:acetate'
2.250448 OD b'lemma[:1]:o'
2.249155 O b'lemma:-'
2.239976 Supp b'+2:lemma:iptg'
2.231349 O b'lemma:a'
2.225541 Air b'lemma[:2]:an'
2.205886 O b'lemma[:1]:-'
2.191486 Supp b'lemma:arginine'
2.188955 Supp b'-1:lemma:Cra'
2.152971 Technique b'lemma[:2]:rn'
2.138683 O b'+2:lemma:\xc2\xb0c'
2.118949 O b'lemma[:2]:ge'
2.063110 Supp b'lemma:pq'
2.063110 Supp b'lemma[:2]:pq'
2.058471 Technique b'lemma[:2]:ch'
2.053130 Supp b'+1:lemma:1'
2.052724 Gtype b'-2:lemma:genotype/variation'
2.032657 Gtype b'+1:lemma:type'
2.018103 O b'-2:lemma:medium'
2.013044 Phase b'-2:lemma:phase'
1.969228 Anti b'+2:lemma:antibody'
1.917771 Med b'+2:postag:CC'
1.912680 O b'+1:lemma:pq'
1.908997 pH b'+1:postag:CD'
1.892742 O b'-2:lemma:myc'
1.861128 Supp b'+1:lemma:\xc2\xb5m'
1.848815 Substrain b'lemma[:1]:m'
1.826357 O b'-1:lemma:tag'
1.822886 Air b'lemma:Aerobic'
1.822886 Air b'lemma[:2]:Ae'
1.819467 Supp b'lemma:Iron'
1.819467 Supp b'lemma[:2]:Ir'
1.819467 Supp b'-2:lemma:Anaerobic'
1.817872 O b'-1:lemma:anaerobic'
1.815269 Air b'-1:lemma:ChIP-Seq'
1.810754 Gtype b'lemma:\xe2\x88\x86'
1.810754 Gtype b'lemma[:1]:\xe2\x88\x86'
1.802850 Anti b'+1:lemma:antibody'
1.793608 Gtype b'-2:lemma:delta'
1.790256 Anti b'lemma[:2]:an'
1.782356 O b'postag:DT'
1.779445 O b'-1:lemma:glucose'
1.758763 Gtype b'lemma:wt'
1.758763 Gtype b'lemma[:2]:wt'
1.738367 Gtype b'lemma[:2]:pk'
1.734234 Supp b'lemma[:2]:ac'
1.720838 Air b'lemma[:1]:a'
1.712115 Gtype b'hGreek'
1.699093 pH b'lemma[:2]:ph'
1.692913 O b'+1:postag:RB'
1.678980 Gtype b'lemma:nsrr'
1.678980 Gtype b'lemma[:2]:ns'
1.669471 Technique b'lemma[:1]:C'
1.654089 Med b'lemma:MOPS'
1.654089 Med b'lemma[:1]:M'
1.654089 Med b'lemma[:2]:MO'
1.627991 Air b'-2:lemma:IP'
1.617309 Gtype b'lemma[:1]:w'
1.595727 O b'lemma[:1]:b'
1.590514 Gversion b'lemma:chip-seq'
1.582529 O b'lemma:rpob'
1.580157 Air b'postag:RB'
1.561107 O b'lemma[:1]:c'
1.551094 Supp b'lemma:no3'
1.548068 O b'+2:lemma:cra'
1.540664 O b'+2:postag:JJ'
1.527844 Phase b'lemma[:2]:ex'
1.519293 O b'-1:lemma:0.3'
1.517005 Air b'-1:lemma:-'
1.516109 Supp b'+1:lemma:2'
1.511280 Supp b'lemma[:1]:I'
1.508371 O b'-1:lemma:lb'
1.496440 O b'lemma[:1]:r'
1.490081 Supp b'+1:lemma:_'
1.462019 Air b'-2:lemma:%'
1.448517 O b'+1:postag:NNP'
1.437005 Supp b'-2:lemma:agent'
1.427410 Med b'+2:lemma:b2'
1.427381 Supp b'-1:postag:CC'
1.427067 Gtype b'+1:lemma:with'
1.426523 Temp b'-1:lemma:\xcf\x8332'
1.417716 Gtype b'+2:lemma:glucose'
1.414055 Supp b'lemma[:2]:gl'
1.403575 O b'lemma:0.4'
1.399935 O b'lemma[:1]:s'
1.398381 O b'+1:lemma:coli'
1.396647 O b'-1:lemma:Aerobic'
1.395651 O b'lemma[:1]:a'
1.376438 Temp b'lemma[:1]:3'
1.375520 Med b'lemma:broth'
1.375520 Med b'-1:lemma:L'
1.375520 Med b'lemma[:2]:br'
1.370316 Temp b'lemma:43'
1.370316 Temp b'lemma[:2]:43'
1.364176 O b'-2:lemma:no3'
1.359800 Med b'+1:lemma:0.4'
1.358059 Gtype b'lemma[:1]:f'
1.356613 Temp b'-2:lemma:\xcf\x8332'
1.352851 Med b'lemma[:1]:m'
1.350253 Temp b'-1:lemma:sample'
1.345652 Supp b'-1:lemma:+'
1.343022 O b'-1:lemma:ChIP-exo'
1.341728 Temp b'+1:lemma:\xc2\xb0c'
1.341676 Supp b'-2:lemma:for'
1.334197 Med b'lemma:lb'
1.334197 Med b'lemma[:2]:lb'
1.323689 O b'+2:lemma:70'
1.320454 O b'lemma[:1]:C'
1.317446 Supp b'lemma:fructose'
1.316176 Temp b'-1:lemma:43'
1.310735 O b'+2:lemma:of'
1.307493 Gtype b'-1:lemma:_'
1.291050 Air b'lemma[:1]:A'
1.270256 Gtype b'+1:lemma::'
1.265788 Gtype b'lemma[:1]:W'
1.263375 Supp b'lemma:rifampicin'
1.260542 pH b'lemma:ph5'
1.260542 pH b'+1:lemma:.5'
1.256282 Supp b'lemma[:2]:ri'
1.248005 Gtype b'-2:lemma:genotype'
1.238880 Gtype b'lemma[:2]:ar'
1.230717 Supp b'lemma[:1]:n'
1.230211 Supp b'lemma[:2]:fr'
1.227615 Gtype b'-2:postag:DT'
1.223309 Phase b'-1:lemma:mid-log'
1.214876 O b'lemma:A'
1.212092 O b'-2:lemma:ChIP-Seq'
1.211550 Technique b'symb'
1.210489 Supp b'-1:postag:CD'
1.207243 Supp b'+2:lemma:rifampicin'
1.196436 Supp b'lemma:glucose'
1.194146 Technique b'-2:lemma:wt'
1.191991 Technique b'-1:lemma:input'
1.184869 Air b'+1:postag:IN'
1.180469 O b'lemma:chip'
1.176262 Gtype b'lemma[:2]:fl'
1.175702 Technique b'-1:lemma:_'
1.174787 Supp b'-2:lemma:media'
1.161899 Supp b'-2:lemma:induce'
1.161883 Technique b'+2:lemma:ph5'
1.160285 O b'+1:lemma:od600'
1.157966 Gtype b'-1:lemma:rpob'
1.157628 Supp b'-2:lemma:supplement'
1.156345 Supp b'-1:lemma:_'
1.152383 O b'postag:NNS'
1.151993 Gtype b'lemma[:2]:de'
1.151326 O b'-2:postag:FW'
1.150033 Gversion b'lemma:nc'
1.150033 Gversion b'lemma[:2]:nc'
1.146428 O b'-1:postag:NNS'
1.146219 Temp b'+2:postag:DT'
1.145615 Phase b'lemma[:1]:e'
1.141344 Technique b'-1:lemma:chip-exo'
1.138300 O b'+2:lemma:fructose'
1.135372 Strain b'+1:lemma:substr'
1.135372 Strain b'-2:lemma:str'
1.134450 Supp b'+1:lemma:mm'
1.134095 Technique b'lemma:ChIP-exo'
1.127452 O b'-1:lemma:\xc2\xb0c'
1.123950 O b'lemma[:2]:ga'
1.123563 O b'-1:lemma:aerobically'
1.121892 Air b'-1:lemma:co2'
1.121232 O b'lemma:Cra'
1.119372 Gtype b'-1:postag:VBG'
1.110682 Agit b'lemma:rpm'
1.102814 O b'lemma:ml'
1.102814 O b'lemma[:2]:ml'
1.100677 Gtype b'-2:postag::'
1.098179 Gversion b'lemma[:2]:00'
1.098179 Gversion b'-2:lemma:nc'
1.095659 O b'+1:postag:VBN'
1.095182 Gtype b'+1:lemma:flagtag'
Top negative:
-0.181799 O b'-1:lemma:minimal'
-0.182920 O b'lemma[:2]:an'
-0.183892 O b'+1:postag:-LRB-'
-0.185276 O b'-1:postag:-LRB-'
-0.186866 O b'lemma:co2'
-0.188027 Supp b'lemma[:1]:o'
-0.190218 Supp b'-2:lemma:treat'
-0.191930 O b'-1:lemma:g/l'
-0.195921 O b'lemma[:1]:I'
-0.197205 Supp b'lemma[:2]:an'
-0.197254 Gtype b'lemma[:1]:-'
-0.202475 Med b'-1:postag:CD'
-0.204438 O b'+1:lemma:1/100'
-0.204438 O b'-2:lemma:sodium'
-0.204438 O b'+2:lemma:vol'
-0.209335 Supp b'+2:lemma:glucose'
-0.209547 Med b'+1:postag:NN'
-0.209855 O b'-2:lemma:genome'
-0.217016 O b'-1:lemma:the'
-0.222607 O b'+1:lemma:_'
-0.224716 pH b'postag:NN'
-0.224816 O b'lemma[:2]:0.'
-0.226096 Gtype b'-2:postag:IN'
-0.230261 Air b'symb'
-0.237585 O b'lemma[:1]:d'
-0.238640 O b'lemma[:1]:k'
-0.241721 O b'-1:lemma:ml'
-0.242115 Technique b'-2:postag:NN'
-0.243901 O b'lemma:methanol'
-0.243901 O b'-2:lemma:dissolve'
-0.244002 Supp b'-2:postag:-LRB-'
-0.249340 O b'-1:lemma:1m'
-0.249340 O b'+2:lemma:7.6'
-0.249697 Supp b'-1:postag:-LRB-'
-0.249998 O b'lemma:30'
-0.253734 O b'-2:lemma:rpob'
-0.255409 O b'-2:lemma:fresh'
-0.256485 Supp b'lemma[:1]:a'
-0.264086 Supp b'lemma:1'
-0.271675 Gtype b'-1:lemma:-lrb-'
-0.272687 Gtype b'-1:lemma:mg1655'
-0.273508 Supp b'hGreek'
-0.275591 Supp b'postag:CD'
-0.277360 O b'lemma:wt'
-0.277360 O b'lemma[:2]:wt'
-0.279018 Gtype b'-2:postag:CD'
-0.285813 Supp b'+2:lemma:-rrb-'
-0.291830 Temp b'-2:postag:NN'
-0.293279 O b'lemma:media'
-0.299936 O b'-2:lemma:mm'
-0.303152 Med b'-1:postag:NN'
-0.305132 Gtype b'postag:VBG'
-0.311471 O b'lemma:2h'
-0.311471 O b'-1:lemma:additional'
-0.311471 O b'lemma[:2]:2h'
-0.315237 O b'lemma:anaerobic'
-0.317197 O b'-2:lemma:IP'
-0.321974 O b'-2:lemma:supplement'
-0.323791 O b'-2:lemma:nh4cl'
-0.325166 Temp b'hGreek'
-0.325746 O b'-2:lemma:anaerobically'
-0.331627 OD b'hUpper'
-0.331627 OD b'hLower'
-0.334399 Gtype b'lemma[:1]:g'
-0.334670 Supp b'+1:postag:-RRB-'
-0.335261 O b'-2:lemma:glucose'
-0.340278 O b'postag:VBP'
-0.347843 O b'lemma[:1]:L'
-0.348884 Air b'+1:postag:JJ'
-0.349719 O b'+1:lemma:1m'
-0.349719 O b'-2:lemma:vol'
-0.355444 Gtype b'+1:lemma:-rrb-'
-0.362398 O b'+2:lemma:a'
-0.363139 Supp b'+2:postag:NNP'
-0.363539 O b'+2:lemma:at'
-0.373919 O b'lemma:anaerobically'
-0.379359 Supp b'-2:postag:NNS'
-0.382724 O b'+1:lemma:.'
-0.382724 O b'+1:postag:.'
-0.388857 O b'-2:postag:-LRB-'
-0.407105 Supp b'+2:postag:-RRB-'
-0.412054 O b'+2:lemma:.'
-0.412054 O b'+2:postag:.'
-0.413334 Supp b'+1:lemma:-lrb-'
-0.416341 O b'lemma[:1]:n'
-0.418014 O b'lemma[:1]:0'
-0.424605 Med b'+1:postag:IN'
-0.427442 Supp b'+1:postag:-LRB-'
-0.429806 O b'+1:lemma:supplement'
-0.432187 O b'-2:lemma:until'
-0.435863 Gtype b'lemma[:1]:h'
-0.436389 Technique b'-1:postag::'
-0.438245 O b'-1:lemma:cra'
-0.439539 O b'-1:lemma:30'
-0.440803 Supp b'symb'
-0.443573 Med b'+2:postag:VBN'
-0.444210 O b'-1:lemma:dissolve'
-0.444210 O b'+1:lemma:methanol'
-0.445532 O b'-1:lemma:mm'
-0.446820 O b'-2:lemma:phase'
-0.450190 O b'+2:lemma:-rrb-'
-0.451058 Supp b'-1:postag:NNP'
-0.451224 O b'-1:lemma:iptg'
-0.453056 O b'-1:postag:IN'
-0.465158 Gtype b'lemma[:1]:c'
-0.465723 O b'+2:lemma:tag'
-0.468785 O b'lemma[:2]:ar'
-0.475738 Supp b'lemma[:1]:s'
-0.478308 O b'lemma:glucose'
-0.482478 O b'+2:lemma:10'
-0.492471 O b'lemma[:2]:gl'
-0.496458 Gtype b'-2:lemma:\xe2\x88\x86'
-0.510030 O b'-2:lemma:dpd'
-0.515565 O b'lemma:0.3'
-0.520091 O b'+1:postag:VBG'
-0.522258 O b'-2:lemma:pahse'
-0.522746 O b'-2:postag:SYM'
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-0.575665 O b'+1:lemma:until'
-0.577302 O b'-1:lemma:vol'
-0.577302 O b'-2:lemma:1/100'
-0.577302 O b'+2:lemma:1m'
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-0.584913 O b'+1:lemma:mm'
-0.585128 O b'+1:lemma:g/l'
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-0.590129 O b'+2:lemma:+'
-0.590818 O b'+1:lemma:+'
-0.593171 O b'-1:lemma:IP'
-0.595139 O b'+2:lemma:mid-log'
-0.611364 O b'+1:postag:IN'
-0.617324 Agit b'hUpper'
-0.617324 Agit b'hLower'
-0.622906 O b'+2:lemma:then'
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-0.649486 O b'-1:lemma:final'
-0.651235 O b'+2:lemma:b'
-0.655430 O b'-1:lemma:\xe2\x88\x86'
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-0.669485 O b'lemma:of'
-0.669485 O b'lemma[:2]:of'
-0.672853 O b'-2:lemma::'
-0.676614 O b'-1:lemma:ph'
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-0.752290 O b'lemma[:2]:me'
-0.771704 Phase b'hUpper'
-0.771704 Phase b'hLower'
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-0.820144 Supp b'+2:lemma:fructose'
-0.836881 O b'-2:lemma:0.3'
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-0.925325 O b'lemma[:2]:ri'
-0.933014 O b'+1:lemma:2.0'
-0.978288 O b'-2:lemma:media'
-0.980313 O b'lemma:rifampicin'
-1.014527 O b'-1:lemma:co2'
-1.018731 O b'-2:postag:RB'
-1.030401 Supp b'+2:lemma:2'
-1.065251 Supp b'postag:JJ'
-1.073645 O b'+2:lemma:rifampicin'
-1.083180 O b'-1:lemma:sample'
-1.101292 O b'lemma[:2]:ae'
-1.117896 O b'-2:lemma:rifampicin'
-1.140184 O b'-1:postag::'
-1.170288 O b'lemma[:2]:30'
-1.232648 Supp b'+2:postag:CD'
-1.238805 O b'-1:lemma:2'
-1.545952 O b'-1:postag:VBG'
-1.640423 O b'+1:lemma:in'
-1.646059 O b'+1:lemma:1'
-1.993830 O b'lemma[:2]:fl'
-2.235667 O b'+1:lemma:2'
-3.056150 O b'-1:lemma::'
-3.928545 O b'-1:lemma:_'