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

best params:{'c1': 0.11742461718830033, 'c2': 0.02662617554316118}
best CV score:0.8708719401464459
model size: 0.09M

Flat F1: 0.7826516624223783
             precision    recall  f1-score   support

         OD      1.000     0.818     0.900        22
         pH      1.000     1.000     1.000         8
  Technique      1.000     0.870     0.930        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      0.704     0.799     0.748       134
   Gversion      0.000     0.000     0.000         0

avg / total      0.804     0.772     0.783       451


Top likely transitions:
Agit   -> Agit    5.439901
Temp   -> Temp    5.396669
Med    -> Med     5.065020
OD     -> OD      4.953210
Supp   -> Supp    4.896498
Anti   -> Anti    4.277247
Gversion -> Gversion 4.163938
Air    -> Air     4.130174
Phase  -> Phase   4.128094
Gtype  -> Gtype   3.922783
O      -> O       3.869994
Technique -> Technique 3.221345
pH     -> pH      2.835222
Substrain -> Gtype   1.574095
Gtype  -> Supp    1.244904
Air    -> O       1.082917
O      -> Supp    0.945786
Gtype  -> Air     0.814323
O      -> Technique 0.803752
Technique -> Air     0.755226
O      -> Gtype   0.648261
Temp   -> O       0.611338
Supp   -> O       0.532088
Med    -> O       0.507836
Gtype  -> pH      0.235927
O      -> Phase   0.033778
O      -> Temp    0.009155
OD     -> O       0.003553
Phase  -> O       0.002640
O      -> Anti    0.000010
Agit   -> Air     -0.021320
Gtype  -> Gversion -0.030123
OD     -> Supp    -0.033547
Temp   -> Med     -0.036476
Anti   -> Supp    -0.053259
Gversion -> Supp    -0.053463
pH     -> Supp    -0.054168
Agit   -> O       -0.058474
Anti   -> Gtype   -0.061061
Air    -> Supp    -0.073851
Air    -> Gtype   -0.074481
Gtype  -> Anti    -0.117328
Technique -> O       -0.137588
Technique -> Supp    -0.248290
Phase  -> Supp    -0.268131
Supp   -> Gtype   -0.293733
Technique -> pH      -0.298257
Gtype  -> Technique -0.326009
Air    -> Agit    -0.339414
OD     -> Air     -0.488502


Top unlikely transitions:
Phase  -> Phase   4.128094
Gtype  -> Gtype   3.922783
O      -> O       3.869994
Technique -> Technique 3.221345
pH     -> pH      2.835222
Substrain -> Gtype   1.574095
Gtype  -> Supp    1.244904
Air    -> O       1.082917
O      -> Supp    0.945786
Gtype  -> Air     0.814323
O      -> Technique 0.803752
Technique -> Air     0.755226
O      -> Gtype   0.648261
Temp   -> O       0.611338
Supp   -> O       0.532088
Med    -> O       0.507836
Gtype  -> pH      0.235927
O      -> Phase   0.033778
O      -> Temp    0.009155
OD     -> O       0.003553
Phase  -> O       0.002640
O      -> Anti    0.000010
Agit   -> Air     -0.021320
Gtype  -> Gversion -0.030123
OD     -> Supp    -0.033547
Temp   -> Med     -0.036476
Anti   -> Supp    -0.053259
Gversion -> Supp    -0.053463
pH     -> Supp    -0.054168
Agit   -> O       -0.058474
Anti   -> Gtype   -0.061061
Air    -> Supp    -0.073851
Air    -> Gtype   -0.074481
Gtype  -> Anti    -0.117328
Technique -> O       -0.137588
Technique -> Supp    -0.248290
Phase  -> Supp    -0.268131
Supp   -> Gtype   -0.293733
Technique -> pH      -0.298257
Gtype  -> Technique -0.326009
Air    -> Agit    -0.339414
OD     -> Air     -0.488502
Supp   -> Med     -0.523205
Gtype  -> Med     -0.574774
Phase  -> OD      -0.634226
Gtype  -> O       -0.677390
O      -> Air     -0.728489
Substrain -> O       -1.385260
Technique -> Gtype   -1.386457
Med    -> Supp    -1.650239


Top positive:
5.983679 O        b'lemma:2'
5.708283 O        b'lemma:1'
5.291727 Anti     b'-2:lemma:antibody'
5.271899 O        b'lemma:_'
5.171865 O        b'-2:lemma:_'
5.109951 Air      b'lemma:anaerobic'
4.833145 Supp     b'lemma:pq'
4.718160 Gtype    b'lemma:wt'
4.673729 Air      b'lemma:Aerobic'
4.664753 Phase    b'lemma:mid-log'
4.425413 Technique b'lemma:ChIP-exo'
4.373332 O        b'lemma:3'
4.329653 Technique b'lemma:chipseq'
4.295751 Gtype    b'lemma:\xce\xb4cra'
4.272115 O        b'postag:IN'
4.193944 O        b'lemma:-'
4.105250 O        b'-2:lemma:flagtag'
3.881424 Gtype    b'lemma:\xe2\x88\x86'
3.811304 Gtype    b'lemma:type'
3.772718 Supp     b'lemma:acetate'
3.730833 Air      b'lemma:aerobic'
3.724640 Supp     b'lemma:Iron'
3.724640 Supp     b'-2:lemma:Anaerobic'
3.702380 Technique b'lemma:rna-seq'
3.629433 Med      b'lemma:MOPS'
3.616769 Phase    b'-2:lemma:phase'
3.559707 Gtype    b'-2:lemma:genotype/variation'
3.537572 O        b'-1:lemma:ChIP-exo'
3.496406 O        b'lemma:rpob'
3.490750 O        b'lemma:b'
3.490732 Supp     b'lemma:no3'
3.489138 Gtype    b'-1:lemma:\xe2\x88\x86'
3.452471 Gtype    b'lemma:wild-type'
3.420571 O        b'lemma:.'
3.420571 O        b'postag:.'
3.356242 Technique b'lemma:chip-seq'
3.342023 Gtype    b'lemma:flag-tag'
3.342023 Gtype    b'-1:lemma:c-terminal'
3.304679 Supp     b'lemma:glucose'
3.282996 Gtype    b'+1:lemma:type'
3.241512 Gtype    b'-2:lemma:genotype'
3.239460 Supp     b'lemma:nh4cl'
3.218527 O        b'postag:VBN'
3.217484 Gtype    b'lemma:\xce\xb4fur'
3.214660 O        b'postag:CC'
3.210243 Air      b'postag:RB'
3.201840 Supp     b'lemma:nacl'
3.109296 O        b'lemma:Cra'
3.084845 Med      b'lemma:lb'
3.063147 Technique b'+2:lemma:ph5'
2.988964 Gtype    b'lemma:\xce\xb4soxr'
2.984262 Substrain b'lemma:mg1655'
2.978054 O        b'lemma:a'
2.956989 O        b'+2:lemma:\xc2\xb0c'
2.950924 Supp     b'-1:lemma:Cra'
2.931773 Supp     b'-1:lemma:with'
2.929761 Gtype    b'lemma:dfnr'
2.905654 Supp     b'+2:lemma:iptg'
2.866746 Gtype    b'+1:lemma:with'
2.842281 Air      b'-1:lemma:ChIP-Seq'
2.828322 Gversion b'lemma:chip-seq'
2.823426 O        b'lemma:with'
2.760771 Supp     b'+1:lemma:1'
2.758606 O        b'-2:lemma:medium'
2.741640 O        b'lemma:harbor'
2.720158 O        b'postag::'
2.703191 O        b'-2:lemma:myc'
2.679753 Supp     b'lemma:arginine'
2.637422 O        b'lemma:CEL'
2.617257 Supp     b'lemma:nitrate'
2.594301 Med      b'lemma:m63'
2.591729 Gtype    b'-2:lemma:affyexp'
2.582886 O        b'+1:lemma:arca-8myc'
2.577790 O        b'lemma:rep2'
2.534418 O        b'-1:lemma:tag'
2.528514 Air      b'-2:lemma:IP'
2.504515 Technique b'lemma:rnaseq'
2.471761 Anti     b'+2:lemma:antibody'
2.471597 Gtype    b'-2:lemma:delta'
2.467503 O        b'+1:postag:RB'
2.427219 Gtype    b'lemma:nsrr'
2.421459 Temp     b'+1:lemma:\xc2\xb0c'
2.372534 pH       b'lemma:ph5'
2.372534 pH       b'+1:lemma:.5'
2.367833 O        b'-1:lemma:\xc2\xb0c'
2.356914 O        b'-1:lemma:lb'
2.353522 pH       b'+1:postag:CD'
2.353189 Substrain b'-2:lemma:substr'
2.337098 O        b'-1:lemma:media'
2.331240 Substrain b'+1:lemma:phtpg'
2.324866 O        b'lemma:chip'
2.323779 Supp     b'+1:lemma:\xc2\xb5m'
2.323177 Technique b'lemma:ChIP-Seq'
2.307876 Med      b'+2:lemma:b2'
2.303217 Technique b'-2:lemma:Fur'
2.273849 O        b'-1:lemma:0.3'
2.257978 O        b'postag:VBG'
2.240524 Supp     b'lemma:rifampicin'
2.236973 Supp     b'lemma:Leu'
2.236973 Supp     b'-2:lemma:Lrp'
2.235697 Supp     b'+1:lemma:2'
2.230133 Phase    b'-1:lemma:mid-log'
2.228853 O        b'-1:lemma:glucose'
2.227815 Gtype    b'lemma:pk4854'
2.224657 O        b'-1:lemma:type'
2.216378 Temp     b'lemma:43'
2.186438 Technique b'-1:lemma:IP'
2.183211 Air      b'lemma:anaeroibc'
2.178971 O        b'lemma:ompr'
2.172933 O        b'postag:DT'
2.169610 Gtype    b'lemma:\xce\xb4ompr'
2.165614 Med      b'+2:postag:CC'
2.159914 Anti     b'+1:lemma:antibody'
2.153606 Temp     b'-1:lemma:43'
2.153085 Strain   b'+1:lemma:substr'
2.153085 Strain   b'-2:lemma:str'
2.150589 Technique b'-1:lemma:chip-exo'
2.149006 O        b'lemma:\xcf\x8332'
2.146310 Gversion b'lemma:.2'
2.146310 Gversion b'-1:lemma:u00096'
2.114460 Supp     b'-2:lemma:agent'
2.108548 Gtype    b'lemma:\xce\xb4oxyr'
2.105031 Phase    b'lemma:phase'
2.100300 Supp     b'lemma:Adenine'
2.098088 Phase    b'lemma:exponential'
2.098088 Phase    b'lemma:stationary'
2.094636 Med      b'lemma:media'
2.086211 O        b'-1:lemma:anaerobic'
2.078690 Temp     b'-2:lemma:\xcf\x8332'
2.068985 Strain   b'lemma:k-12'
2.060042 Gtype    b'+1:lemma:ph5'
2.060042 Gtype    b'+2:lemma:.5'
2.045367 Supp     b'-1:postag:CC'
2.044761 O        b'lemma:culture'
2.040704 Air      b'-1:lemma:-'
2.031026 Agit     b'+1:lemma:rpm'
2.005630 Temp     b'lemma:\xc2\xb0c'
2.002408 Gversion b'lemma:nc'
1.977153 O        b'+1:postag:NNP'
1.977024 Temp     b'-1:lemma:\xcf\x8332'
1.951581 Agit     b'lemma:rpm'
1.949335 O        b'+2:lemma:cra'
1.935385 O        b'+1:lemma:coli'
1.922594 O        b'-2:lemma:min'
1.919473 O        b'lemma:trpr'
1.912878 O        b'+1:lemma:pq'
1.906260 Gtype    b'-1:lemma:rpob'
1.904505 O        b'lemma:affyexp'
1.904293 O        b'+2:postag:JJ'
1.894199 O        b'lemma::'
1.893995 Supp     b'+1:lemma:_'
1.893414 O        b'lemma:ml'
1.888699 Gtype    b'+2:lemma:glucose'
1.886515 Air      b'lemma:aerobically'
1.883298 O        b'lemma:soxs'
1.883298 O        b'lemma:soxr'
1.880710 Technique b'-1:lemma:input'
1.869042 O        b'+1:lemma:chip-seq'
1.862515 O        b'lemma:purr'
1.862115 Supp     b'-1:lemma:+'
1.858052 Gversion b'-2:lemma:nc'
1.854664 Med      b'lemma:broth'
1.854664 Med      b'-1:lemma:L'
1.847606 O        b'lemma:argr'
1.839375 Supp     b'lemma:fructose'
1.836951 Med      b'+2:lemma:b1'
1.831180 O        b'+1:lemma:od600'
1.812452 Supp     b'-2:lemma:media'
1.805430 O        b'+2:lemma:70'
1.783003 O        b'postag:NNS'
1.764987 O        b'lemma:Custom'
1.761982 O        b'postag:VBD'
1.753599 Gtype    b'lemma:ptac'
1.745562 O        b'-1:lemma:into'
1.741499 Gversion b'-2:lemma:build'
1.738402 O        b'-1:lemma:Aerobic'
1.737853 O        b'-1:lemma:aerobically'
1.729257 Gtype    b'-1:lemma:ptac'
1.698587 Med      b'lemma:minimal'
1.685171 Gtype    b'-1:postag:VBG'
1.673819 Supp     b'+1:lemma:mm'
1.660602 Gtype    b'-2:postag:DT'
1.656972 Gversion b'lemma:u00096'
1.656972 Gversion b'+1:lemma:.2'
1.651395 O        b'+1:lemma:condition'
1.646766 Med      b'+1:lemma:0.4'
1.640461 Med      b'+1:lemma:minimal'
1.624295 Phase    b'+1:lemma:phase'
1.616317 O        b'+1:lemma:wt'
1.615928 O        b'-2:lemma:ChIP-Seq'
1.609855 O        b'-2:lemma:='
1.606382 O        b'lemma:s'
1.604664 Med      b'-1:lemma:in'
1.594986 Temp     b'-1:lemma:sample'
1.583211 Technique b'-1:lemma:rna-seq'
1.582844 Gtype    b'+1:lemma:_'
1.568792 Gtype    b'+1:lemma:flagtag'
1.567871 Technique b'-2:lemma:wt'
1.565512 Supp     b'-2:lemma:condition'
1.560908 Gversion b'lemma:asm584v2'


Top negative:
-0.122905 Supp     b'+2:postag::'
-0.125639 Gtype    b'-2:postag:IN'
-0.129668 O        b'+2:lemma:genome'
-0.129916 OD       b'postag:NN'
-0.133563 O        b'+1:lemma:95'
-0.133782 Supp     b'lemma:10'
-0.137203 Supp     b'+1:lemma:fructose'
-0.138947 O        b'lemma:7.6'
-0.138947 O        b'+1:lemma:;'
-0.140900 Technique b'-2:postag:NN'
-0.146216 Supp     b'-1:postag:VBN'
-0.149727 Supp     b'-1:lemma:dpd'
-0.150840 O        b'-1:lemma:from'
-0.154233 O        b'+2:lemma:0.2'
-0.156252 Supp     b'+2:lemma:dpd'
-0.158510 Agit     b'postag:NN'
-0.165524 O        b'+2:lemma:ph'
-0.168672 O        b'+1:lemma:fecl2'
-0.171936 O        b'+1:lemma:_'
-0.172454 O        b'lemma:m63'
-0.175276 Temp     b'-2:postag:NN'
-0.175662 Supp     b'-1:lemma:10'
-0.177633 O        b'-2:lemma:nh4cl'
-0.178297 O        b'lemma:fructose'
-0.181700 Strain   b'postag:NN'
-0.186490 Med      b'-1:postag:NN'
-0.190632 O        b'-2:lemma:IP'
-0.198455 Supp     b'-1:lemma:-lrb-'
-0.208745 O        b'-1:lemma:final'
-0.210669 Med      b'postag:CD'
-0.211549 O        b'lemma:glucose'
-0.214880 O        b'-2:lemma:pahse'
-0.215158 O        b'-2:postag::'
-0.218218 O        b'-1:lemma:0.2'
-0.219180 Supp     b'-1:postag:-LRB-'
-0.219569 O        b'-1:lemma:1m'
-0.219569 O        b'+2:lemma:7.6'
-0.220852 O        b'-1:lemma:n2'
-0.222501 O        b'-1:lemma:until'
-0.222521 Supp     b'postag:CC'
-0.222681 Gtype    b'-2:postag:CD'
-0.225491 O        b'-2:lemma:a'
-0.225642 O        b'+1:postag:IN'
-0.238241 O        b'+2:lemma:tag'
-0.239847 Phase    b'+1:postag:NN'
-0.245822 O        b'+1:lemma:culture'
-0.245990 O        b'+2:lemma:-rrb-'
-0.251435 O        b'-2:lemma:2'
-0.259209 Supp     b'+2:lemma:glucose'
-0.263857 O        b'-1:lemma:contain'
-0.266029 O        b'+2:lemma:.'
-0.266029 O        b'+2:postag:.'
-0.272384 O        b'-1:postag:IN'
-0.280150 O        b'lemma:methanol'
-0.280150 O        b'-2:lemma:dissolve'
-0.280766 Supp     b'-2:postag:NNS'
-0.281284 O        b'+1:lemma:dissolve'
-0.282125 O        b'lemma:nitrogen'
-0.286106 Air      b'+2:postag:IN'
-0.286614 Vess     b'postag:NN'
-0.290771 Supp     b'+1:postag:VBN'
-0.294029 O        b'lemma:dissolve'
-0.294029 O        b'+2:lemma:methanol'
-0.308167 O        b'-2:lemma:mm'
-0.308179 O        b'+1:postag:VBG'
-0.309130 O        b'-1:postag::'
-0.311264 O        b'+1:lemma:%'
-0.314557 Med      b'+1:postag:NN'
-0.317091 O        b'lemma:ph'
-0.319094 O        b'-2:lemma:anaerobically'
-0.325470 Supp     b'+1:lemma:acetate'
-0.329167 O        b'-1:lemma:\xe2\x88\x86'
-0.329997 O        b'-2:lemma:rpob'
-0.330702 Med      b'-1:postag:CD'
-0.340266 Supp     b'-2:lemma:treat'
-0.352446 Med      b'+1:postag:IN'
-0.354861 O        b'-1:lemma:dfnr'
-0.355419 Supp     b'+1:postag:-RRB-'
-0.355421 O        b'+1:lemma:m'
-0.357278 O        b'+1:lemma:minimal'
-0.359465 Supp     b'+2:lemma:-rrb-'
-0.367414 O        b'-1:lemma:minimal'
-0.370003 O        b'+2:lemma:reference'
-0.379815 Med      b'+2:postag:VBN'
-0.383359 O        b'lemma:k-12'
-0.387499 O        b'-1:lemma:ml'
-0.388508 O        b'lemma:minimal'
-0.388706 O        b'+2:lemma:at'
-0.392682 O        b'-1:lemma:iptg'
-0.399575 O        b'-2:lemma:phase'
-0.400445 O        b'+1:lemma:supplement'
-0.404432 Supp     b'+2:postag:-RRB-'
-0.408454 O        b'-1:lemma:cra'
-0.419658 Gtype    b'-2:lemma:\xe2\x88\x86'
-0.425412 Supp     b'+1:lemma:rifampicin'
-0.430592 O        b'-1:lemma:37'
-0.432588 O        b'-2:lemma:genome'
-0.439826 Supp     b'+1:postag:NNS'
-0.440081 O        b'lemma:37'
-0.442882 O        b'lemma:fecl2'
-0.451777 Air      b'-1:postag:JJ'
-0.458476 O        b'-1:lemma:grow'
-0.465492 Anti     b'+2:postag:JJ'
-0.467044 Supp     b'-1:postag:NNP'
-0.467062 O        b'-2:lemma:glucose'
-0.469267 O        b'-2:lemma:aerobically'
-0.471301 O        b'+2:lemma:250'
-0.471705 O        b'+1:lemma:1m'
-0.471705 O        b'-2:lemma:vol'
-0.473531 O        b'-1:lemma:fresh'
-0.492301 O        b'+1:lemma:mm'
-0.515099 O        b'-2:lemma:dpd'
-0.521569 O        b'-1:lemma:dissolve'
-0.521569 O        b'+1:lemma:methanol'
-0.529190 Med      b'-2:postag:VBN'
-0.533536 O        b'+2:lemma:10'
-0.541211 O        b'lemma:\xe2\x88\x86'
-0.552068 O        b'+2:lemma:a'
-0.552946 O        b'-2:lemma:supplement'
-0.553876 O        b'lemma:nh4cl'
-0.558873 O        b'+1:lemma:g/l'
-0.583192 O        b'-2:postag:RB'
-0.602995 O        b'-2:lemma:fresh'
-0.607129 Anti     b'+1:lemma:anti-fur'
-0.616470 O        b'-2:lemma:until'
-0.622508 Supp     b'+1:lemma:-lrb-'
-0.633942 O        b'-1:lemma:co2'
-0.644305 O        b'-1:lemma:mm'
-0.657904 Supp     b'+1:lemma:,'
-0.657904 Supp     b'+1:postag:,'
-0.660633 Supp     b'+1:postag:-LRB-'
-0.666254 O        b'lemma:aerobically'
-0.675920 O        b'+2:lemma:add'
-0.696030 O        b'-2:lemma::'
-0.728447 O        b'lemma:anaerobically'
-0.729069 Supp     b'-2:postag:JJ'
-0.750640 O        b'lemma:mid-log'
-0.757698 O        b'+1:lemma:until'
-0.764380 O        b'-1:lemma:2'
-0.774540 pH       b'postag:NN'
-0.777219 O        b'-2:postag:DT'
-0.791258 O        b'+1:lemma:+'
-0.799398 O        b'-1:lemma:vol'
-0.799398 O        b'-2:lemma:1/100'
-0.799398 O        b'+2:lemma:1m'
-0.804358 O        b'-2:lemma:media'
-0.826814 O        b'lemma:2h'
-0.826814 O        b'-1:lemma:additional'
-0.844528 O        b'+2:lemma:then'
-0.848644 O        b'postag:VBP'
-0.866499 O        b'-1:lemma:rpob'
-0.908725 O        b'lemma:nitrate'
-0.909674 O        b'+1:lemma:2.0'
-0.916868 Air      b'+1:postag:JJ'
-0.918767 O        b'+2:postag:-RRB-'
-0.919409 O        b'-2:postag:SYM'
-0.963818 O        b'lemma:media'
-0.964473 O        b'-1:lemma:30'
-0.973816 O        b'lemma:aerobic'
-0.982445 O        b'+2:lemma:mid-log'
-0.988785 Air      b'postag:NN'
-0.998382 Med      b'-2:lemma:grow'
-1.008737 O        b'lemma:wt'
-1.010487 O        b'-1:lemma:ph'
-1.024124 O        b'+2:lemma:b'
-1.040129 Temp     b'postag:NN'
-1.057545 O        b'+2:lemma:+'
-1.108476 O        b'-2:lemma:0.3'
-1.115369 O        b'-1:lemma:1'
-1.147864 O        b'+2:lemma:fnr'
-1.151725 O        b'lemma:rifampicin'
-1.174456 Anti     b'+2:lemma:polyclonal'
-1.209398 O        b'+1:lemma:at'
-1.221671 Phase    b'-1:postag:JJ'
-1.225571 O        b'+1:lemma:in'
-1.265681 O        b'lemma:30'
-1.278429 O        b'-1:lemma:nsrr'
-1.300006 O        b'lemma:of'
-1.305228 O        b'-2:lemma:rifampicin'
-1.327520 Phase    b'postag:JJ'
-1.341460 Gtype    b'+2:lemma:cra'
-1.349031 O        b'-1:lemma:sample'
-1.354421 OD       b'+1:postag:NN'
-1.384060 Supp     b'+2:postag:CD'
-1.402439 Supp     b'+2:lemma:1'
-1.421354 Supp     b'postag:JJ'
-1.452090 Supp     b'+2:lemma:2'
-1.469017 Supp     b'+2:lemma:fructose'
-1.483051 O        b'lemma:\xce\xb4fur'
-1.497875 O        b'-1:postag:VBG'
-1.616380 O        b'+2:lemma:rifampicin'
-1.618848 OD       b'+2:lemma:aerobically'
-1.638433 O        b'lemma:0.3'
-1.688434 O        b'-1:lemma:IP'
-1.782473 Gtype    b'postag:VBG'
-1.872064 Anti     b'postag:NNP'
-2.074764 O        b'+1:lemma:1'
-2.613257 O        b'+1:lemma:2'
-3.621417 O        b'-1:lemma::'
-4.047765 O        b'-1:lemma:_'