report_Run6_v13.txt 17.4 KB
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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'
-0.537818 Supp     b'-2:postag:JJ'
-0.545668 Gtype    b'lemma[:1]:r'
-0.551002 Temp     b'postag:NN'
-0.558760 Agit     b'symb'
-0.559204 Phase    b'postag:JJ'
-0.565136 Supp     b'+1:lemma:,'
-0.565136 Supp     b'+1:postag:,'
-0.571466 O        b'-2:lemma:2'
-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'
-0.579486 Med      b'symb'
-0.581741 O        b'lemma:mid-log'
-0.584913 O        b'+1:lemma:mm'
-0.585128 O        b'+1:lemma:g/l'
-0.586101 Anti     b'+1:lemma:anti-fur'
-0.588450 Technique b'postag:NN'
-0.588511 Phase    b'-1:postag:JJ'
-0.588605 O        b'+2:lemma:fnr'
-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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-1.018731 O        b'-2:postag:RB'
-1.030401 Supp     b'+2:lemma:2'
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-1.073645 O        b'+2:lemma:rifampicin'
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-1.140184 O        b'-1:postag::'
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-1.545952 O        b'-1:postag:VBG'
-1.640423 O        b'+1:lemma:in'
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-1.993830 O        b'lemma[:2]:fl'
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-3.056150 O        b'-1:lemma::'
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