report_Run5_v11.txt 17.6 KB
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********** TRAINING AND TESTING REPORT **********
Training file: training-data-set-70.txt

best params:{'c1': 0.14521637026904505, 'c2': 0.02160263268998293}
best CV score:0.8705560896194018
model size: 0.08M

Flat F1: 0.7637642434421422
             precision    recall  f1-score   support

         OD      1.000     0.818     0.900        22
         pH      1.000     1.000     1.000         8
  Technique      0.952     0.870     0.909        23
        Med      1.000     0.925     0.961        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      0.545     0.348     0.425        69
       Anti      1.000     1.000     1.000        11
     Strain      0.000     0.000     0.000         1
      Gtype      0.857     0.847     0.852        85
  Substrain      0.000     0.000     0.000         0
       Supp      0.609     0.791     0.688       134
   Gversion      0.000     0.000     0.000         0

avg / total      0.774     0.769     0.764       451


Top likely transitions:
Temp   -> Temp    5.770024
Agit   -> Agit    5.591940
Med    -> Med     5.238745
OD     -> OD      5.208128
Supp   -> Supp    5.009566
Anti   -> Anti    4.435661
Phase  -> Phase   4.266553
Air    -> Air     4.183832
Gversion -> Gversion 4.181832
Gtype  -> Gtype   4.159817
O      -> O       4.029919
Technique -> Technique 3.397241
pH     -> pH      2.835139
Substrain -> Gtype   1.746378
Gtype  -> Supp    1.354961
Air    -> O       1.123193
O      -> Technique 0.956245
O      -> Supp    0.860304
Technique -> Air     0.720188
Gtype  -> Air     0.705752
Supp   -> O       0.675087
Med    -> O       0.607714
O      -> Gtype   0.602507
Temp   -> O       0.586988
Gtype  -> pH      0.132889
O      -> Phase   0.103874
O      -> Anti    0.059111
O      -> Med     0.043976
O      -> Temp    0.037475
Phase  -> O       0.007325
OD     -> O       0.001147
Temp   -> Med     -0.004820
O      -> OD      -0.007911
Air    -> Agit    -0.018394
Technique -> O       -0.037749
Air    -> Supp    -0.052877
Supp   -> Gtype   -0.118891
Gtype  -> Technique -0.146943
Air    -> Gtype   -0.162470
OD     -> Air     -0.407752
Supp   -> Med     -0.519051
Gtype  -> Med     -0.520149
Gtype  -> O       -0.569447
O      -> Air     -0.679735
Phase  -> OD      -0.846881
Substrain -> O       -1.190575
Technique -> Gtype   -1.334054
Med    -> Supp    -1.751616


Top unlikely transitions:
Temp   -> Temp    5.770024
Agit   -> Agit    5.591940
Med    -> Med     5.238745
OD     -> OD      5.208128
Supp   -> Supp    5.009566
Anti   -> Anti    4.435661
Phase  -> Phase   4.266553
Air    -> Air     4.183832
Gversion -> Gversion 4.181832
Gtype  -> Gtype   4.159817
O      -> O       4.029919
Technique -> Technique 3.397241
pH     -> pH      2.835139
Substrain -> Gtype   1.746378
Gtype  -> Supp    1.354961
Air    -> O       1.123193
O      -> Technique 0.956245
O      -> Supp    0.860304
Technique -> Air     0.720188
Gtype  -> Air     0.705752
Supp   -> O       0.675087
Med    -> O       0.607714
O      -> Gtype   0.602507
Temp   -> O       0.586988
Gtype  -> pH      0.132889
O      -> Phase   0.103874
O      -> Anti    0.059111
O      -> Med     0.043976
O      -> Temp    0.037475
Phase  -> O       0.007325
OD     -> O       0.001147
Temp   -> Med     -0.004820
O      -> OD      -0.007911
Air    -> Agit    -0.018394
Technique -> O       -0.037749
Air    -> Supp    -0.052877
Supp   -> Gtype   -0.118891
Gtype  -> Technique -0.146943
Air    -> Gtype   -0.162470
OD     -> Air     -0.407752
Supp   -> Med     -0.519051
Gtype  -> Med     -0.520149
Gtype  -> O       -0.569447
O      -> Air     -0.679735
Phase  -> OD      -0.846881
Substrain -> O       -1.190575
Technique -> Gtype   -1.334054
Med    -> Supp    -1.751616


Top positive:
6.295982 O        b'lemma:2'
6.088107 O        b'lemma:1'
5.499374 Phase    b'lemma:mid-log'
5.468207 Anti     b'-2:lemma:antibody'
5.389740 O        b'-2:lemma:_'
5.310900 O        b'lemma:_'
5.124562 Air      b'lemma:anaerobic'
5.038711 Gtype    b'lemma:wt'
4.975908 Supp     b'lemma:pq'
4.858798 O        b'lemma:3'
4.706721 Technique b'lemma:chipseq'
4.694852 Air      b'lemma:Aerobic'
4.682998 Gtype    b'lemma:type'
4.617298 O        b'postag:IN'
4.544190 O        b'-2:lemma:flagtag'
4.540916 Technique b'lemma:ChIP-exo'
4.378201 Gtype    b'lemma:\xce\xb4cra'
4.141678 Air      b'lemma:aerobic'
4.102798 Gtype    b'lemma:\xe2\x88\x86'
4.083658 Gtype    b'+1:lemma:type'
4.039276 Med      b'lemma:MOPS'
3.938693 Technique b'lemma:rna-seq'
3.794686 O        b'lemma:rpob'
3.792227 O        b'-1:lemma:ChIP-exo'
3.784855 O        b'lemma:-'
3.774100 O        b'lemma:b'
3.764975 Supp     b'lemma:acetate'
3.691796 Gtype    b'-2:lemma:genotype/variation'
3.672526 Supp     b'lemma:Iron'
3.672526 Supp     b'-2:lemma:Anaerobic'
3.617838 Technique b'lemma:chip-seq'
3.604759 Supp     b'lemma:no3'
3.568114 Supp     b'lemma:nacl'
3.558608 Phase    b'-2:lemma:phase'
3.526017 O        b'lemma:.'
3.526017 O        b'postag:.'
3.449878 Gtype    b'-1:lemma:\xe2\x88\x86'
3.446438 Supp     b'lemma:glucose'
3.403359 Med      b'lemma:lb'
3.365642 Gtype    b'lemma:wild-type'
3.350130 Air      b'postag:RB'
3.342253 O        b'+2:lemma:\xc2\xb0c'
3.335770 Supp     b'lemma:nh4cl'
3.326472 O        b'lemma:Cra'
3.318880 Gtype    b'lemma:\xce\xb4fur'
3.295001 O        b'postag:CC'
3.262632 O        b'postag:VBN'
3.206029 O        b'lemma:a'
3.195357 Gtype    b'-2:lemma:genotype'
3.193335 Technique b'+2:lemma:ph5'
3.187683 O        b'postag::'
3.127353 Gtype    b'lemma:flag-tag'
3.127353 Gtype    b'-1:lemma:c-terminal'
3.121057 Supp     b'lemma:nitrate'
3.112065 Gtype    b'lemma:\xce\xb4soxr'
3.087827 Substrain b'lemma:mg1655'
3.047270 Supp     b'+2:lemma:iptg'
3.025373 Supp     b'-1:lemma:Cra'
2.966835 Air      b'-1:lemma:ChIP-Seq'
2.963423 Supp     b'-1:lemma:with'
2.920292 Gtype    b'lemma:dfnr'
2.878192 O        b'lemma:with'
2.811966 O        b'+1:lemma:arca-8myc'
2.806521 O        b'-2:lemma:medium'
2.792197 Gtype    b'-2:lemma:affyexp'
2.777524 Gversion b'lemma:chip-seq'
2.764298 Technique b'lemma:rnaseq'
2.751592 O        b'-1:lemma:tag'
2.744091 Air      b'-2:lemma:IP'
2.741300 Supp     b'+1:lemma:1'
2.735516 O        b'lemma:CEL'
2.729762 O        b'lemma:rep2'
2.702452 Med      b'lemma:m63'
2.699796 O        b'lemma:harbor'
2.669950 Supp     b'lemma:arginine'
2.661545 O        b'-1:lemma:0.3'
2.602799 Gtype    b'+1:lemma:with'
2.599935 O        b'-1:lemma:\xc2\xb0c'
2.587031 Technique b'lemma:ChIP-Seq'
2.568848 Gtype    b'-2:lemma:delta'
2.543114 Gtype    b'lemma:nsrr'
2.539452 Substrain b'-2:lemma:substr'
2.534370 O        b'postag:DT'
2.513411 Gtype    b'lemma:pk4854'
2.512728 O        b'lemma:chip'
2.505650 O        b'+1:postag:RB'
2.493029 Temp     b'-2:lemma:\xcf\x8332'
2.454541 Anti     b'+1:lemma:antibody'
2.447213 Anti     b'+2:lemma:antibody'
2.436325 Gtype    b'-1:lemma:rpob'
2.430821 pH       b'lemma:ph5'
2.430821 pH       b'+1:lemma:.5'
2.411045 O        b'postag:VBG'
2.347885 Supp     b'-2:lemma:media'
2.345716 pH       b'+1:postag:CD'
2.342949 Technique b'-2:lemma:Fur'
2.340323 O        b'-1:lemma:glucose'
2.326562 O        b'-1:lemma:lb'
2.318033 Gtype    b'+1:lemma:ph5'
2.318033 Gtype    b'+2:lemma:.5'
2.312502 Temp     b'lemma:43'
2.307908 Supp     b'lemma:Leu'
2.307908 Supp     b'-2:lemma:Lrp'
2.283291 O        b'-1:lemma:media'
2.278223 Gtype    b'lemma:\xce\xb4oxyr'
2.277778 Air      b'-1:lemma:-'
2.269087 Substrain b'+1:lemma:phtpg'
2.262780 Supp     b'-2:lemma:agent'
2.259842 Temp     b'-1:lemma:43'
2.259677 O        b'lemma:ompr'
2.241905 Supp     b'lemma:Adenine'
2.238893 Gtype    b'lemma:\xce\xb4ompr'
2.238698 Supp     b'+1:lemma:\xc2\xb5m'
2.212658 Med      b'+2:lemma:b2'
2.198189 O        b'-2:lemma:myc'
2.163443 Phase    b'lemma:exponential'
2.163443 Phase    b'lemma:stationary'
2.159726 O        b'+1:postag:NNP'
2.156490 Phase    b'-1:lemma:mid-log'
2.151371 Gversion b'lemma:.2'
2.151371 Gversion b'-1:lemma:u00096'
2.140308 O        b'-1:lemma:type'
2.138372 O        b'lemma:ml'
2.128755 Med      b'+2:postag:CC'
2.123732 Technique b'-1:lemma:chip-exo'
2.118518 Technique b'-1:lemma:IP'
2.117337 Strain   b'+1:lemma:substr'
2.117337 Strain   b'-2:lemma:str'
2.099392 Agit     b'lemma:rpm'
2.096807 Supp     b'+1:lemma:2'
2.096794 Strain   b'lemma:k-12'
2.091407 O        b'+2:lemma:cra'
2.063564 O        b'lemma:\xcf\x8332'
2.050789 Supp     b'lemma:rifampicin'
2.049024 Gversion b'lemma:nc'
2.033164 O        b'+1:lemma:pq'
2.013358 Temp     b'-1:lemma:\xcf\x8332'
1.966874 Temp     b'+1:lemma:\xc2\xb0c'
1.966521 O        b'-1:lemma:anaerobic'
1.957027 O        b'lemma:culture'
1.952247 O        b'-2:lemma:min'
1.929194 O        b'+1:lemma:condition'
1.923035 Supp     b'-1:postag:CC'
1.911344 Temp     b'lemma:\xc2\xb0c'
1.902035 Gversion b'+2:lemma:000913'
1.892926 Technique b'-1:lemma:input'
1.877608 Supp     b'lemma:fructose'
1.876135 O        b'+1:lemma:250'
1.868225 O        b'lemma:Custom'
1.867543 Air      b'lemma:anaeroibc'
1.865515 O        b'+2:postag:JJ'
1.861583 Supp     b'-1:lemma:+'
1.856696 O        b'lemma:s'
1.856578 Supp     b'+1:lemma:_'
1.851722 Gversion b'lemma:u00096'
1.851722 Gversion b'+1:lemma:.2'
1.838273 Phase    b'lemma:phase'
1.825249 Med      b'lemma:broth'
1.825249 Med      b'-1:lemma:L'
1.817848 O        b'+1:lemma:coli'
1.805545 Med      b'+1:lemma:0.4'
1.803317 O        b'-1:lemma:into'
1.801603 Agit     b'+1:lemma:rpm'
1.799565 Gtype    b'-1:postag:VBG'
1.796090 Supp     b'+2:lemma:rifampicin'
1.784603 O        b'+1:lemma:chip-seq'
1.777806 Med      b'lemma:media'
1.769076 O        b'lemma:trpr'
1.768678 Gtype    b'lemma:ptac'
1.760760 Gtype    b'+1:lemma:flagtag'
1.757550 Gversion b'-2:lemma:nc'
1.745784 O        b'lemma:soxs'
1.745784 O        b'lemma:soxr'
1.739107 O        b'-2:lemma:~'
1.736949 Med      b'+2:lemma:b1'
1.736832 OD       b'+1:lemma:of'
1.735882 O        b'postag:NNS'
1.709175 O        b'+2:lemma:70'
1.708616 O        b'postag:VBD'
1.705680 O        b'-1:lemma:aerobically'
1.700488 O        b'lemma:argr'
1.696537 Temp     b'-1:lemma:sample'
1.694740 O        b'+1:lemma:acetate'
1.690209 O        b'lemma:affyexp'
1.689269 Med      b'lemma:minimal'
1.687607 Agit     b'+2:lemma:at'
1.683096 O        b'lemma:purr'
1.680453 Gversion b'-2:lemma:build'
1.674723 O        b'+2:lemma:fructose'
1.673798 Vess     b'lemma:flask'
1.673798 Vess     b'-1:lemma:warm'
1.673798 Vess     b'-2:lemma:pre'
1.673798 Vess     b'+2:lemma:43'
1.671743 O        b'-1:lemma:Aerobic'
1.670303 O        b'+2:lemma:polyclonal'
1.644434 O        b'+1:lemma:wt'
1.641217 Gtype    b'+2:lemma:glucose'
1.620167 O        b'lemma:genotype/variation'
1.613899 Air      b'lemma:aerobically'
1.603327 Temp     b'-1:lemma:37'


Top negative:
-0.098715 O        b'-1:lemma:g/l'
-0.098977 O        b'+2:lemma:0.2'
-0.099326 O        b'lemma:m63'
-0.099882 O        b'-1:lemma:rifampicin'
-0.106371 O        b'-1:lemma:37'
-0.107922 Med      b'-1:postag:CD'
-0.110064 O        b'-2:lemma:-lrb-'
-0.117142 O        b'+1:lemma:of'
-0.123918 Supp     b'+2:lemma:.'
-0.123918 Supp     b'+2:postag:.'
-0.131710 O        b'+1:lemma:culture'
-0.132661 O        b'+1:postag:-LRB-'
-0.136103 O        b'+1:lemma:95'
-0.137008 Technique b'-1:postag::'
-0.138812 O        b'-1:lemma:final'
-0.138847 O        b'lemma:7.6'
-0.138847 O        b'+1:lemma:;'
-0.139546 Supp     b'+1:lemma:-rrb-'
-0.140317 Supp     b'+2:lemma:dpd'
-0.142690 O        b'postag:RB'
-0.143532 O        b'lemma:;'
-0.143532 O        b'-1:lemma:7.6'
-0.144217 O        b'+2:lemma:reference'
-0.145656 Temp     b'-2:postag:NN'
-0.146454 O        b'lemma:anaerobic'
-0.147525 Air      b'-1:postag:JJ'
-0.149095 O        b'-1:lemma:0.2'
-0.151176 O        b'-1:lemma:contain'
-0.151476 Air      b'+2:postag:IN'
-0.152942 O        b'+1:lemma:fecl2'
-0.154443 Med      b'postag:CD'
-0.158960 Supp     b'-1:lemma:-lrb-'
-0.169851 Med      b'-1:postag:NN'
-0.176135 OD       b'postag:NN'
-0.178701 Supp     b'-1:postag:-LRB-'
-0.180805 O        b'lemma:methanol'
-0.180805 O        b'-2:lemma:dissolve'
-0.182601 Supp     b'+2:lemma:glucose'
-0.185072 Supp     b'postag:CC'
-0.189120 O        b'+2:lemma:-rrb-'
-0.192885 O        b'+1:lemma:dissolve'
-0.199989 O        b'-1:lemma:1m'
-0.199989 O        b'+2:lemma:7.6'
-0.201669 O        b'-2:lemma:nh4cl'
-0.201904 O        b'-2:lemma:the'
-0.202079 O        b'-1:lemma:of'
-0.202589 Supp     b'+1:lemma:acetate'
-0.204371 Supp     b'+1:lemma:rifampicin'
-0.207950 Gtype    b'-2:postag:CD'
-0.215109 O        b'-1:lemma:iptg'
-0.217533 O        b'lemma:nitrogen'
-0.221912 O        b'lemma:37'
-0.229060 O        b'-1:lemma:n2'
-0.236563 Air      b'-2:postag:CC'
-0.241693 O        b'-2:lemma:IP'
-0.248054 O        b'-2:lemma:aerobically'
-0.248583 Med      b'+1:postag:NN'
-0.249693 Phase    b'+1:postag:NN'
-0.251280 O        b'+2:lemma:tag'
-0.260336 O        b'+1:lemma:10'
-0.266374 O        b'-1:lemma:until'
-0.269589 O        b'lemma:ph'
-0.275513 O        b'-1:lemma:dfnr'
-0.277525 Supp     b'+1:postag:VBN'
-0.277770 O        b'-1:lemma:fresh'
-0.287656 O        b'+2:lemma:250'
-0.295216 O        b'lemma:nh4cl'
-0.296463 O        b'-2:lemma:mm'
-0.296923 O        b'lemma:\xe2\x88\x86'
-0.301390 O        b'-1:postag:IN'
-0.303644 O        b'+1:postag:IN'
-0.305259 O        b'lemma:fecl2'
-0.310628 Gtype    b'-1:postag:NN'
-0.311296 O        b'lemma:k-12'
-0.316958 O        b'+1:lemma:%'
-0.317571 O        b'+2:lemma:.'
-0.317571 O        b'+2:postag:.'
-0.317988 Phase    b'-2:postag:NN'
-0.321822 O        b'lemma:minimal'
-0.322289 O        b'-1:lemma:minimal'
-0.322560 O        b'-2:lemma:genome'
-0.332944 O        b'-2:postag::'
-0.333295 O        b'lemma:dissolve'
-0.333295 O        b'+2:lemma:methanol'
-0.338620 O        b'-2:lemma:anaerobically'
-0.345174 O        b'-1:postag::'
-0.363808 Gtype    b'-2:lemma:\xe2\x88\x86'
-0.382684 O        b'-2:lemma:rpob'
-0.387944 Supp     b'+1:postag:-RRB-'
-0.394192 O        b'-2:lemma:fresh'
-0.395680 O        b'+1:lemma:minimal'
-0.396198 O        b'-2:lemma:phase'
-0.398092 O        b'-2:lemma:dpd'
-0.402236 Supp     b'+2:lemma:-rrb-'
-0.410787 O        b'+1:lemma:1m'
-0.410787 O        b'-2:lemma:vol'
-0.419351 O        b'-1:lemma:cra'
-0.439916 Med      b'+1:postag:IN'
-0.447763 Supp     b'+2:postag:-RRB-'
-0.451257 O        b'-2:lemma:until'
-0.454676 Supp     b'-2:lemma:treat'
-0.461514 Supp     b'+1:postag:NNS'
-0.473439 O        b'+2:lemma:at'
-0.489525 Supp     b'-2:postag:NNS'
-0.490480 O        b'-2:lemma:a'
-0.491484 Supp     b'+1:lemma:,'
-0.491484 Supp     b'+1:postag:,'
-0.497187 O        b'lemma:aerobically'
-0.503626 Supp     b'-1:postag:NNP'
-0.509023 Supp     b'lemma:10'
-0.516721 O        b'+1:lemma:+'
-0.521588 O        b'lemma:nitrate'
-0.522828 O        b'-2:lemma::'
-0.525160 O        b'+1:lemma:g/l'
-0.528490 O        b'+1:lemma:supplement'
-0.536875 Anti     b'+2:postag:JJ'
-0.541770 O        b'-1:lemma:ml'
-0.549347 O        b'+1:lemma:mm'
-0.554922 O        b'-1:lemma:rpob'
-0.555832 O        b'-1:lemma:dissolve'
-0.555832 O        b'+1:lemma:methanol'
-0.556682 O        b'+1:postag:VBG'
-0.560238 O        b'-1:lemma:co2'
-0.588187 O        b'+2:lemma:a'
-0.589107 Anti     b'+1:lemma:anti-fur'
-0.592147 Med      b'-2:postag:VBN'
-0.594320 O        b'-2:lemma:2'
-0.596090 O        b'+2:lemma:add'
-0.599346 O        b'-2:lemma:supplement'
-0.602638 pH       b'postag:NN'
-0.603217 O        b'-2:lemma:glucose'
-0.605916 O        b'lemma:mid-log'
-0.609002 O        b'+2:lemma:10'
-0.610140 O        b'-1:lemma:mm'
-0.614692 Supp     b'+1:lemma:-lrb-'
-0.622267 Med      b'+2:postag:VBN'
-0.631151 O        b'-1:lemma:vol'
-0.631151 O        b'-2:lemma:1/100'
-0.631151 O        b'+2:lemma:1m'
-0.635308 O        b'-2:lemma:media'
-0.643298 Supp     b'+1:postag:-LRB-'
-0.667302 O        b'-1:lemma:grow'
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-0.831996 O        b'+2:lemma:mid-log'
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-0.853094 O        b'lemma:of'
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-0.919135 O        b'-1:lemma:30'
-0.952995 Air      b'postag:NN'
-0.973697 O        b'+2:postag:-RRB-'
-0.983024 Air      b'+1:postag:JJ'
-1.013906 O        b'+2:lemma:fnr'
-1.021974 O        b'-2:postag:SYM'
-1.037571 O        b'+2:lemma:then'
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-1.054249 O        b'lemma:media'
-1.064365 Temp     b'postag:NN'
-1.088097 O        b'-1:lemma:nsrr'
-1.141026 Phase    b'-1:postag:JJ'
-1.155260 O        b'+2:lemma:b'
-1.165858 O        b'-2:lemma:0.3'
-1.175657 O        b'-1:lemma:ph'
-1.186408 O        b'lemma:\xce\xb4fur'
-1.229030 O        b'+1:lemma:in'
-1.249314 O        b'+1:lemma:at'
-1.257039 O        b'lemma:rifampicin'
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-1.267291 O        b'+1:lemma:2.0'
-1.293131 O        b'-2:lemma:rifampicin'
-1.297426 O        b'-1:lemma:sample'
-1.317920 Phase    b'postag:JJ'
-1.321832 O        b'-1:lemma:1'
-1.346398 OD       b'+2:lemma:aerobically'
-1.353123 Supp     b'+2:lemma:2'
-1.353839 OD       b'+1:postag:NN'
-1.379126 Anti     b'+2:lemma:polyclonal'
-1.433804 O        b'+2:lemma:rifampicin'
-1.437034 Supp     b'+2:postag:CD'
-1.439161 Supp     b'+2:lemma:1'
-1.489609 Supp     b'+2:lemma:fructose'
-1.512780 O        b'lemma:30'
-1.553364 Supp     b'postag:JJ'
-1.601724 O        b'-1:postag:VBG'
-1.789724 O        b'-1:lemma:IP'
-1.863826 Gtype    b'postag:VBG'
-2.000634 Anti     b'postag:NNP'
-2.029905 O        b'lemma:0.3'
-2.144948 O        b'+1:lemma:1'
-2.735063 O        b'+1:lemma:2'
-3.945319 O        b'-1:lemma::'
-4.420879 O        b'-1:lemma:_'