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

best params:{'c1': 0.044162082189650204, 'c2': 0.029804343353737328}
best CV score:0.8706581096952577
model size: 0.14M

Flat F1: 0.7969827918323339
             precision    recall  f1-score   support

         OD      0.818     0.818     0.818        22
         pH      1.000     1.000     1.000         8
  Technique      1.000     1.000     1.000        23
        Med      1.000     0.962     0.981        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      0.882     1.000     0.938        15
        Air      0.556     0.362     0.439        69
       Anti      1.000     1.000     1.000        11
     Strain      0.000     0.000     0.000         1
      Gtype      0.875     0.824     0.848        85
  Substrain      0.000     0.000     0.000         0
       Supp      0.752     0.813     0.781       134
   Gversion      0.000     0.000     0.000         0

avg / total      0.815     0.787     0.797       451


Top likely transitions:
Supp   -> Supp    5.670083
Temp   -> Temp    5.254231
Agit   -> Agit    5.011354
Med    -> Med     4.713332
OD     -> OD      4.391989
Anti   -> Anti    4.030410
O      -> O       3.948161
Gtype  -> Gtype   3.922534
Phase  -> Phase   3.864108
Gversion -> Gversion 3.673104
Air    -> Air     3.570167
Technique -> Technique 3.152316
pH     -> pH      2.370151
Substrain -> Gtype   1.132148
O      -> Technique 0.880743
Air    -> O       0.699229
Supp   -> O       0.507469
O      -> Supp    0.436503
Gtype  -> Supp    0.431300
Technique -> Air     0.416894
Gtype  -> Air     0.341610
Temp   -> O       0.264669
O      -> Gtype   0.262204
O      -> Temp    0.066407
Med    -> O       0.014255
pH     -> O       0.001942
OD     -> Technique -0.000000
Supp   -> Air     -0.000026
Supp   -> Gversion -0.000029
Med    -> Air     -0.000244
O      -> Anti    -0.000275
Gversion -> Technique -0.000419
Air    -> Technique -0.005983
Gversion -> Gtype   -0.043836
Supp   -> Phase   -0.058360
Technique -> Supp    -0.061859
Gtype  -> Substrain -0.064135
Phase  -> O       -0.078917
Phase  -> Air     -0.082322
Gtype  -> Temp    -0.084430
OD     -> O       -0.091084
Phase  -> Med     -0.098419
O      -> Phase   -0.106844
Anti   -> Supp    -0.110681
Gtype  -> OD      -0.111764
OD     -> Supp    -0.112906
O      -> Gversion -0.170423
Gversion -> Supp    -0.175049
Air    -> Phase   -0.184406
Supp   -> Gtype   -0.187183


Top unlikely transitions:
O      -> Anti    -0.000275
Gversion -> Technique -0.000419
Air    -> Technique -0.005983
Gversion -> Gtype   -0.043836
Supp   -> Phase   -0.058360
Technique -> Supp    -0.061859
Gtype  -> Substrain -0.064135
Phase  -> O       -0.078917
Phase  -> Air     -0.082322
Gtype  -> Temp    -0.084430
OD     -> O       -0.091084
Phase  -> Med     -0.098419
O      -> Phase   -0.106844
Anti   -> Supp    -0.110681
Gtype  -> OD      -0.111764
OD     -> Supp    -0.112906
O      -> Gversion -0.170423
Gversion -> Supp    -0.175049
Air    -> Phase   -0.184406
Supp   -> Gtype   -0.187183
Technique -> OD      -0.190052
Gtype  -> Gversion -0.198104
Phase  -> Technique -0.204487
Phase  -> Supp    -0.209738
Gtype  -> Phase   -0.221329
Phase  -> OD      -0.244051
Anti   -> Gtype   -0.311771
Air    -> Med     -0.321626
Air    -> Gtype   -0.339099
Air    -> Temp    -0.358085
Air    -> Agit    -0.378119
Gtype  -> Anti    -0.413121
O      -> Med     -0.423939
Agit   -> Air     -0.427878
Technique -> pH      -0.452260
Technique -> Gtype   -0.453250
Gversion -> O       -0.456685
Supp   -> Technique -0.471510
Temp   -> Med     -0.480258
OD     -> Air     -0.496263
Air    -> Supp    -0.503893
Technique -> O       -0.618334
O      -> OD      -0.660464
Gtype  -> Med     -0.752077
Gtype  -> Technique -0.755956
Gtype  -> O       -0.808067
Supp   -> Med     -0.862326
Substrain -> O       -1.074379
O      -> Air     -1.358505
Med    -> Supp    -1.446843


Top positive:
4.573871 O        b'lemma:2'
4.517132 Anti     b'-2:lemma:antibody'
3.918900 O        b'lemma:1'
3.762153 O        b'-2:lemma:_'
3.676989 Air      b'word[:2]:Ae'
3.513121 Technique b'word[:2]:Ch'
3.487470 O        b'word[:2]:re'
3.453615 O        b'lemma:3'
3.410530 Gtype    b'word[:1]:\xce\x94'
3.253388 Phase    b'-2:lemma:phase'
3.161045 Supp     b'lemma:acetate'
3.107117 O        b'lemma:with'
3.044380 O        b'lemma:_'
3.044380 O        b'word[:1]:_'
2.983175 OD       b'word[:1]:O'
2.941437 Supp     b'-1:lemma:with'
2.930652 Gtype    b'-1:lemma:\xe2\x88\x86'
2.920959 Phase    b'lemma:mid-log'
2.889906 Air      b'lemma:anaerobic'
2.870929 O        b'lemma:a'
2.822057 Air      b'word[:2]:An'
2.820469 Supp     b'lemma:arginine'
2.801859 Air      b'word[:1]:A'
2.780610 Supp     b'-1:lemma:Cra'
2.651063 O        b'lemma:-'
2.650338 Supp     b'-1:lemma:final'
2.629666 O        b'-2:lemma:myc'
2.548913 O        b'-1:lemma:tag'
2.540238 Supp     b'+2:lemma:iptg'
2.444337 Supp     b'word[:1]:I'
2.424276 O        b'-2:lemma:medium'
2.416308 O        b'+2:lemma:\xc2\xb0c'
2.367304 Technique b'word[:2]:RN'
2.366428 Supp     b'-1:postag:CC'
2.323976 Supp     b'+1:lemma:1'
2.323481 Anti     b'+1:lemma:antibody'
2.296032 O        b'lemma:.'
2.296032 O        b'postag:.'
2.296032 O        b'postag[:1]:.'
2.293419 Gtype    b'-2:lemma:genotype/variation'
2.263949 Substrain b'word[:2]:MG'
2.253514 Anti     b'+2:lemma:antibody'
2.234802 Supp     b'lemma:Iron'
2.234802 Supp     b'word[:2]:Ir'
2.234802 Supp     b'-2:lemma:Anaerobic'
2.224903 Supp     b'lemma:pq'
2.224903 Supp     b'word[:2]:PQ'
2.221321 Gtype    b'lemma:type'
2.221321 Gtype    b'word[:2]:ty'
2.211713 Supp     b'+1:lemma:\xc2\xb5m'
2.185949 O        b'-1:lemma:glucose'
2.178554 Gtype    b'word[:2]:Fl'
2.176096 Gtype    b'hGreek'
2.169798 O        b'+1:postag:RB'
2.145528 O        b'-1:lemma:0.3'
2.123487 Gtype    b'lemma:wt'
2.107697 Supp     b'-1:lemma:_'
2.097155 O        b'word[:2]:Cr'
2.082178 Supp     b'lemma:nacl'
2.060364 Med      b'lemma:MOPS'
2.060364 Med      b'word[:2]:MO'
2.053231 Med      b'+2:postag:CC'
2.051275 Supp     b'word[:2]:ni'
2.042917 pH       b'word[:2]:pH'
2.031673 O        b'word[:2]:ge'
2.021947 Substrain b'word[:1]:M'
2.011615 O        b'lemma:argr'
2.001860 O        b'-2:lemma:fructose'
1.996958 O        b'lemma:purr'
1.986551 O        b'+1:lemma:pq'
1.984749 O        b'word[:1]:B'
1.982332 Technique b'word[:1]:R'
1.981990 Phase    b'lemma:stationary'
1.934014 O        b'word[:2]:Rp'
1.932482 O        b'-1:lemma:anaerobic'
1.924219 Gtype    b'lemma:\xe2\x88\x86'
1.924219 Gtype    b'word[:1]:\xe2\x88\x86'
1.895338 Supp     b'+1:lemma:2'
1.878701 Gtype    b'word[:1]:W'
1.876510 O        b'word[:1]:G'
1.858152 Gtype    b'-2:postag:DT'
1.836059 O        b'+2:lemma:cra'
1.828873 O        b'word[:2]:Pu'
1.827035 OD       b'word[:2]:OD'
1.822540 O        b'word[:1]:S'
1.806311 O        b'postag::'
1.806311 O        b'postag[:1]::'
1.800600 pH       b'+1:postag:CD'
1.791696 O        b'word[:1]:c'
1.789516 O        b'-2:lemma:ChIP-Seq'
1.783076 O        b'+2:lemma:70'
1.779545 Air      b'lemma:Aerobic'
1.771582 Gversion b'lemma:chip-seq'
1.766211 Med      b'word[:1]:L'
1.758126 O        b'+2:lemma:fructose'
1.756952 O        b'-1:lemma:media'
1.756327 O        b'lemma:b'
1.748259 O        b'word[:2]:ch'
1.737653 O        b'+1:lemma:250'
1.731658 Supp     b'lemma:nitrate'
1.713215 Gtype    b'+1:lemma:type'
1.710562 Med      b'word[:1]:M'
1.691656 Phase    b'+1:lemma:phase'
1.685599 Gtype    b'word[:1]:d'
1.683678 Temp     b'+1:lemma:\xc2\xb0c'
1.683098 Supp     b'-1:lemma:+'
1.680349 O        b'-1:lemma:aerobically'
1.679518 Supp     b'+2:lemma:for'
1.667720 Phase    b'word[:2]:ex'
1.664701 Supp     b'word[:2]:ac'
1.660497 Gtype    b'word[:1]:F'
1.651765 Gtype    b'word[:2]:PK'
1.639770 Gtype    b'lemma:flag-tag'
1.639770 Gtype    b'-1:lemma:c-terminal'
1.636705 Supp     b'-2:lemma:argr'
1.635237 Gtype    b'word[:2]:WT'
1.629154 O        b'lemma:Nac'
1.628538 Air      b'word[:1]:a'
1.628414 Med      b'lemma:minimal'
1.627212 O        b'word[:2]:ha'
1.626169 Gtype    b'+1:lemma:with'
1.625888 O        b'+1:postag:NNP'
1.619736 O        b'+1:lemma:chip-seq'
1.607311 Supp     b'lemma:fructose'
1.604728 Gtype    b'-2:lemma:genotype'
1.603557 Gtype    b'lemma:nsrr'
1.603557 Gtype    b'word[:2]:Ns'
1.603074 Supp     b'lemma:glucose'
1.602745 O        b'-1:lemma:\xc2\xb0c'
1.598758 Med      b'+2:lemma:b2'
1.598354 Gtype    b'-1:lemma:_'
1.594027 Supp     b'lemma:Leu'
1.594027 Supp     b'word[:2]:Le'
1.594027 Supp     b'-2:lemma:Lrp'
1.591661 O        b'lemma:A'
1.582547 O        b'-1:lemma:Aerobic'
1.575327 Supp     b'+1:lemma:_'
1.570281 O        b'word[:1]:R'
1.568703 O        b'-2:lemma:flagtag'
1.565893 Phase    b'+2:lemma:o.d.'
1.551889 Supp     b'lemma:no3'
1.551889 Supp     b'word[:2]:NO'
1.548644 Gtype    b'+1:lemma:flagtag'
1.540544 Supp     b'-2:lemma:media'
1.538313 O        b'+1:lemma:od600'
1.531185 Supp     b'-2:lemma:induce'
1.528143 Temp     b'-1:lemma:43'
1.521079 Supp     b'word[:2]:Fe'
1.519815 Gtype    b'+2:lemma:glucose'
1.509812 Supp     b'word[:2]:gl'
1.505012 O        b'-1:lemma:lb'
1.504397 Supp     b'lemma:Adenine'
1.504397 Supp     b'word[:2]:Ad'
1.493982 Air      b'-2:lemma:%'
1.493425 Technique b'word[:1]:C'
1.484047 Technique b'lemma:ChIP-exo'
1.484009 Supp     b'+2:lemma:rifampicin'
1.481786 Supp     b'-2:lemma:purr'
1.476648 Supp     b'-1:lemma:sodium'
1.476648 Supp     b'+2:lemma:1/100'
1.475748 Temp     b'lemma:43'
1.475748 Temp     b'word[:2]:43'
1.475312 Anti     b'word[:2]:an'
1.472220 Temp     b'-2:lemma:\xcf\x8332'
1.460306 Supp     b'-2:lemma:condition'
1.458045 Temp     b'-1:lemma:\xcf\x8332'
1.452126 O        b'postag:IN'
1.452126 O        b'postag[:1]:I'
1.452126 O        b'postag[:2]:IN'
1.446316 Gtype    b'-1:lemma:rpob'
1.445179 O        b'+2:postag:JJ'
1.441264 Gtype    b'word[:1]:w'
1.409352 Supp     b'-2:lemma:agent'
1.398563 Phase    b'word[:1]:e'
1.391992 Gtype    b'-2:lemma:delta'
1.390517 Strain   b'+1:lemma:substr'
1.390517 Strain   b'-2:lemma:str'
1.386478 O        b'word[:1]:-'
1.383676 O        b'-2:lemma:no3'
1.382867 Supp     b'word[:1]:N'
1.379586 O        b'lemma:growth'
1.375672 O        b'word[:2]:In'
1.373601 O        b'-2:lemma:='
1.372653 Air      b'+1:postag:IN'
1.369649 Air      b'-1:lemma:ChIP-Seq'
1.366267 Technique b'+2:lemma:ph5'
1.363638 O        b'postag:CC'
1.363638 O        b'postag[:2]:CC'
1.362930 Air      b'-2:lemma:IP'
1.357050 Gtype    b'-1:postag:VBG'
1.356760 Gtype    b'word[:2]:Ar'
1.356125 pH       b'word[:1]:p'
1.352664 Gtype    b'lemma:arca8myc'
1.352664 Gtype    b'-2:lemma:chip-arca'
1.351882 Gversion b'-2:lemma:build'
1.351286 Substrain b'+1:lemma:phtpg'
1.349261 Gtype    b'symb'
1.346252 Gtype    b'-2:lemma:affyexp'
1.345488 Air      b'lemma:aerobic'
1.336503 pH       b'lemma:ph5'


Top negative:
-0.330183 O        b'lemma:aerobically'
-0.333091 Gtype    b'word[:1]:-'
-0.337229 O        b'+2:lemma:for'
-0.338988 Anti     b'+2:postag:JJ'
-0.340025 Phase    b'+1:lemma:pahse'
-0.345106 O        b'+1:lemma:phosphate'
-0.350740 O        b'-2:lemma:fresh'
-0.359220 Supp     b'+2:postag:NNP'
-0.360686 O        b'lemma:glucose'
-0.363021 Technique b'lemma:chip-exo'
-0.365042 O        b'lemma:sodium'
-0.374157 Supp     b'+2:postag::'
-0.387303 O        b'-2:lemma:a'
-0.389190 Supp     b'-2:postag:NNS'
-0.391761 O        b'+2:lemma:0.2'
-0.392117 O        b'-1:lemma:g/l'
-0.393789 O        b'lemma:250'
-0.396500 Supp     b'postag:JJ'
-0.398947 Supp     b'postag[:1]:J'
-0.398947 Supp     b'postag[:2]:JJ'
-0.401893 O        b'-2:postag:SYM'
-0.403955 O        b'word[:2]:me'
-0.405899 O        b'-1:lemma:contain'
-0.407741 O        b'+2:lemma:at'
-0.407872 O        b'-2:postag:DT'
-0.409919 Vess     b'hUpper'
-0.409919 Vess     b'hLower'
-0.416096 Air      b'postag:NN'
-0.419923 Supp     b'-2:postag:NN'
-0.420193 Supp     b'-1:lemma:-lrb-'
-0.422451 O        b'+1:lemma:supplement'
-0.426042 Med      b'+1:postag:IN'
-0.428819 Supp     b'+2:lemma:acetate'
-0.433421 Temp     b'postag:NN'
-0.442149 Supp     b'+2:postag:NN'
-0.442542 O        b'word[:1]:F'
-0.448178 Phase    b'postag:JJ'
-0.453154 Temp     b'hGreek'
-0.454481 O        b'+2:lemma:genome'
-0.456569 Supp     b'-2:lemma:grow'
-0.456675 Supp     b'+2:lemma:glucose'
-0.461633 O        b'lemma:methanol'
-0.461633 O        b'-2:lemma:dissolve'
-0.463555 Supp     b'-1:postag:-LRB-'
-0.470483 O        b'word[:2]:ce'
-0.474148 O        b'word[:1]:K'
-0.478774 OD       b'+2:postag:NN'
-0.479416 O        b'-1:lemma:iptg'
-0.482417 O        b'-1:lemma:ml'
-0.482582 Med      b'-2:postag:VBN'
-0.493533 O        b'+1:postag:IN'
-0.494661 O        b'-2:lemma:phase'
-0.500742 O        b'lemma:37'
-0.500742 O        b'word[:2]:37'
-0.503770 Gtype    b'+1:lemma:-rrb-'
-0.509384 O        b'-1:lemma:grow'
-0.512233 O        b'+1:lemma:m'
-0.512351 Gtype    b'word[:1]:h'
-0.529387 O        b'+2:lemma:reference'
-0.532265 O        b'lemma:anaerobically'
-0.540496 O        b'word[:2]:mg'
-0.548480 O        b'word[:2]:pH'
-0.550459 Gtype    b'-1:lemma:mg1655'
-0.550831 Supp     b'-1:postag:NNP'
-0.554325 O        b'word[:2]:Fe'
-0.555780 O        b'+2:lemma:.'
-0.555780 O        b'+2:postag:.'
-0.565490 O        b'word[:1]:\xce\x94'
-0.573716 O        b'lemma:aerobic'
-0.581553 O        b'-2:postag:RB'
-0.582735 O        b'-1:lemma:dissolve'
-0.582735 O        b'+1:lemma:methanol'
-0.583732 O        b'-1:lemma:fresh'
-0.584010 O        b'-2:lemma:nh4cl'
-0.585197 O        b'word[:2]:ri'
-0.587643 Phase    b'postag[:1]:J'
-0.587643 Phase    b'postag[:2]:JJ'
-0.594097 O        b'-2:lemma:genome'
-0.594675 Supp     b'-2:lemma:treat'
-0.594880 O        b'+1:lemma:1m'
-0.594880 O        b'-2:lemma:vol'
-0.598558 O        b'-1:lemma:30'
-0.612132 O        b'lemma:2h'
-0.612132 O        b'-1:lemma:additional'
-0.612132 O        b'word[:2]:2h'
-0.614071 O        b'-2:lemma:control'
-0.625762 O        b'-1:lemma:until'
-0.628113 Agit     b'hUpper'
-0.628113 Agit     b'hLower'
-0.629464 O        b'+1:postag:VBG'
-0.630986 O        b'-2:lemma:aerobically'
-0.640153 O        b'-2:lemma:pahse'
-0.640520 O        b'lemma:media'
-0.645230 O        b'+2:lemma:fnr'
-0.647923 O        b'lemma:\xe2\x88\x86'
-0.647923 O        b'word[:1]:\xe2\x88\x86'
-0.648261 Supp     b'+1:lemma:-lrb-'
-0.648721 O        b'+2:lemma:10'
-0.649047 Med      b'symb'
-0.658009 O        b'-1:lemma:vol'
-0.658009 O        b'-2:lemma:1/100'
-0.658009 O        b'+2:lemma:1m'
-0.658618 O        b'lemma:rifampicin'
-0.660887 O        b'+1:lemma:rep2'
-0.661727 Supp     b'+1:postag:-LRB-'
-0.665690 Supp     b'hGreek'
-0.675815 O        b'-1:lemma:37'
-0.677865 O        b'word[:2]:0.'
-0.679218 O        b'+1:lemma:g/l'
-0.696412 O        b'lemma:30'
-0.698147 O        b'-1:lemma:cra'
-0.699397 Supp     b'lemma:1'
-0.701578 O        b'-2:lemma:supplement'
-0.702738 O        b'-2:postag::'
-0.703354 O        b'-1:lemma:IP'
-0.710621 O        b'+2:postag:-RRB-'
-0.719378 Temp     b'-2:postag:NN'
-0.722820 O        b'+1:lemma:phase'
-0.725117 O        b'word[:1]:M'
-0.725209 O        b'word[:1]:L'
-0.728868 Supp     b'+1:lemma:,'
-0.728868 Supp     b'+1:postag:,'
-0.729747 O        b'-1:lemma:co2'
-0.732049 O        b'word[:1]:0'
-0.732854 O        b'lemma:anaerobic'
-0.737211 Agit     b'symb'
-0.737781 O        b'+1:lemma:_'
-0.738890 O        b'+1:lemma:until'
-0.746903 O        b'-1:lemma:2'
-0.753105 Anti     b'+2:lemma:polyclonal'
-0.756009 Supp     b'+1:postag:NNS'
-0.762043 Supp     b'word[:2]:an'
-0.766144 Gtype    b'-2:lemma:\xe2\x88\x86'
-0.782585 O        b'-1:lemma:1'
-0.783172 Technique b'postag:NN'
-0.791028 O        b'-2:lemma:dpd'
-0.791117 Gtype    b'postag[:1]:V'
-0.791117 Gtype    b'postag[:2]:VB'
-0.795652 O        b'+2:lemma:mid-log'
-0.814979 O        b'lemma:fructose'
-0.818308 O        b'+2:lemma:tag'
-0.819349 O        b'word[:1]:4'
-0.827940 Phase    b'-1:postag:JJ'
-0.840950 O        b'+2:lemma:b'
-0.843002 O        b'+2:lemma:+'
-0.847830 Supp     b'-2:postag:JJ'
-0.872363 O        b'word[:1]:d'
-0.873207 O        b'lemma:nitrate'
-0.882236 O        b'+2:lemma:250'
-0.891744 O        b'-2:lemma:IP'
-0.894472 O        b'-2:lemma::'
-0.913166 O        b'-2:lemma:0.3'
-0.917548 O        b'+2:lemma:then'
-0.918623 Air      b'-1:postag:JJ'
-0.971796 O        b'lemma:0.3'
-0.992363 Anti     b'+1:lemma:anti-fur'
-1.000844 O        b'word[:2]:fl'
-1.013750 O        b'+1:lemma:2.0'
-1.026340 O        b'lemma:mid-log'
-1.036499 O        b'word[:2]:ni'
-1.065659 Phase    b'hUpper'
-1.065659 Phase    b'hLower'
-1.068286 O        b'-1:postag::'
-1.083222 O        b'word[:2]:30'
-1.097164 O        b'+1:lemma:+'
-1.104071 O        b'-2:lemma:until'
-1.119190 Supp     b'word[:1]:C'
-1.133243 Supp     b'symb'
-1.144789 O        b'-1:lemma:\xe2\x88\x86'
-1.146624 O        b'-2:lemma:rifampicin'
-1.150733 O        b'-1:lemma:ph'
-1.195095 Gtype    b'word[:1]:C'
-1.198322 OD       b'+1:postag:NN'
-1.211645 Supp     b'+2:lemma:1'
-1.218440 O        b'-1:lemma:nsrr'
-1.228481 Anti     b'postag:NNP'
-1.235955 Med      b'+2:postag:VBN'
-1.254294 O        b'word[:1]:N'
-1.260075 O        b'-2:lemma:media'
-1.274766 O        b'postag:VBP'
-1.280395 O        b'-1:lemma:sample'
-1.291770 Supp     b'+2:postag:CD'
-1.323295 Gtype    b'+2:lemma:cra'
-1.334984 O        b'lemma:wt'
-1.365178 Supp     b'+2:lemma:2'
-1.369037 O        b'+2:lemma:rifampicin'
-1.402494 O        b'+1:lemma:in'
-1.453133 O        b'+1:lemma:at'
-1.489269 O        b'-1:lemma:rpob'
-1.489467 Med      b'-2:lemma:grow'
-1.507468 O        b'-1:lemma:final'
-1.645797 O        b'word[:1]:P'
-1.693990 Supp     b'+2:lemma:fructose'
-1.865218 O        b'+1:lemma:1'
-1.868753 O        b'-1:postag:VBG'
-1.947849 O        b'+1:lemma:2'
-1.949557 OD       b'+2:lemma:aerobically'
-1.994778 O        b'word[:2]:Ch'
-3.488442 O        b'-1:lemma::'
-3.970946 O        b'-1:lemma:_'