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

best params:{'c1': 0.08547853139018363, 'c2': 0.0718223925603791}
best CV score:0.8618282789423788
model size: 0.12M

Flat F1: 0.7935612512742225
             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      1.000     0.828     0.906        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      0.847     0.847     0.847        85
  Substrain      0.000     0.000     0.000         0
       Supp      0.764     0.799     0.781       134
   Gversion      0.000     0.000     0.000         0

avg / total      0.825     0.772     0.794       451


Top likely transitions:
Temp   -> Temp    4.726292
Med    -> Med     4.671738
Supp   -> Supp    4.522188
Agit   -> Agit    4.377673
OD     -> OD      4.308572
Gversion -> Gversion 3.866864
O      -> O       3.748552
Air    -> Air     3.677475
Anti   -> Anti    3.637881
Phase  -> Phase   3.501884
Gtype  -> Gtype   3.413911
Technique -> Technique 2.611020
pH     -> pH      2.492174
Substrain -> Gtype   1.323299
O      -> Supp    1.082471
Gtype  -> Supp    1.059136
Air    -> O       1.056595
O      -> Technique 0.788425
Gtype  -> Air     0.726982
Supp   -> O       0.721855
Technique -> Air     0.676898
Med    -> O       0.566862
Temp   -> O       0.505913
Gtype  -> pH      0.499557
O      -> Gtype   0.492671
O      -> Temp    0.193445
OD     -> O       0.066099
O      -> Phase   0.015467
Phase  -> O       0.005269
O      -> Anti    0.001662
O      -> Med     0.000880
Phase  -> Technique -0.000017
Gversion -> Technique -0.000081
Supp   -> Gversion -0.001487
Supp   -> Temp    -0.006942
Anti   -> Air     -0.014046
OD     -> Med     -0.020526
Air    -> Temp    -0.030082
O      -> Strain  -0.036678
Strain -> Supp    -0.037261
Anti   -> Technique -0.039379
O      -> Agit    -0.039632
Anti   -> O       -0.064909
Med    -> Gtype   -0.069251
Gversion -> Air     -0.073290
Supp   -> Anti    -0.079850
Air    -> Phase   -0.086231
Gtype  -> Agit    -0.087068
Technique -> Med     -0.107591
Temp   -> Supp    -0.117927


Top unlikely transitions:
Gtype  -> Agit    -0.087068
Technique -> Med     -0.107591
Temp   -> Supp    -0.117927
Phase  -> Med     -0.126236
Agit   -> Supp    -0.127001
Air    -> Technique -0.146743
Gtype  -> Phase   -0.148852
Gversion -> O       -0.153972
Temp   -> Air     -0.155016
Gversion -> Gtype   -0.163400
Supp   -> pH      -0.165945
Technique -> OD      -0.170573
Gtype  -> OD      -0.180802
Supp   -> OD      -0.185729
Agit   -> O       -0.186520
Gtype  -> Temp    -0.191678
Temp   -> Med     -0.203334
Anti   -> Med     -0.213478
Med    -> Air     -0.254265
Supp   -> Phase   -0.272052
O      -> OD      -0.284249
Air    -> Agit    -0.299878
Gtype  -> Gversion -0.302074
Technique -> O       -0.304509
Supp   -> Technique -0.323807
Gversion -> Supp    -0.330543
OD     -> Supp    -0.332686
Supp   -> Air     -0.350244
Agit   -> Air     -0.351443
Air    -> Med     -0.356425
pH     -> Supp    -0.356600
Phase  -> Supp    -0.367295
Anti   -> Supp    -0.388606
Anti   -> Gtype   -0.420057
Gtype  -> Anti    -0.437171
Gtype  -> O       -0.469909
Air    -> Gtype   -0.491506
Air    -> Supp    -0.517679
Supp   -> Gtype   -0.551144
Technique -> Supp    -0.555659
OD     -> Air     -0.572756
Gtype  -> Technique -0.574688
O      -> Air     -0.585607
Phase  -> OD      -0.592622
Technique -> pH      -0.602711
Supp   -> Med     -0.656480
Gtype  -> Med     -0.782031
Substrain -> O       -1.224113
Technique -> Gtype   -1.370410
Med    -> Supp    -1.466233


Top positive:
4.763784 O        b'lemma:2'
4.403357 O        b'lemma:1'
4.351529 O        b'lemma:_'
4.235059 Anti     b'-2:lemma:antibody'
4.043801 O        b'-2:lemma:_'
3.996162 Air      b'lemma:anaerobic'
3.806351 Gtype    b'lemma:wt'
3.749108 O        b'postag:IN'
3.736227 Supp     b'lemma:pq'
3.494745 Air      b'lemma:Aerobic'
3.463151 Technique b'lemma:ChIP-exo'
3.331237 Technique b'lemma:chipseq'
3.321703 Phase    b'lemma:mid-log'
3.250497 Gtype    b'lemma:\xce\xb4cra'
3.170468 Supp     b'lemma:acetate'
3.124411 O        b'lemma:3'
3.062209 O        b'lemma:rpob'
3.054282 Phase    b'-2:lemma:phase'
3.044351 Gtype    b'lemma:\xe2\x88\x86'
2.982673 O        b'postag::'
2.975009 O        b'-2:lemma:flagtag'
2.948451 Gtype    b'-2:lemma:genotype/variation'
2.880650 O        b'postag:VBN'
2.875525 O        b'lemma:.'
2.875525 O        b'postag:.'
2.856618 O        b'lemma:-'
2.842211 Technique b'lemma:rna-seq'
2.822332 O        b'lemma:b'
2.802827 Gtype    b'lemma:type'
2.797366 Gtype    b'-1:lemma:\xe2\x88\x86'
2.793829 Supp     b'lemma:glucose'
2.734817 Gtype    b'-2:lemma:genotype'
2.701420 Supp     b'lemma:no3'
2.661946 Air      b'lemma:aerobic'
2.652084 Technique b'lemma:chip-seq'
2.649025 O        b'lemma:Cra'
2.638351 Air      b'postag:RB'
2.590966 O        b'-1:lemma:ChIP-exo'
2.579299 Supp     b'lemma:Iron'
2.579299 Supp     b'-2:lemma:Anaerobic'
2.569436 O        b'lemma:a'
2.546577 Med      b'lemma:lb'
2.511450 Supp     b'-1:lemma:with'
2.503214 Supp     b'lemma:nacl'
2.478452 Substrain b'lemma:mg1655'
2.473536 Technique b'+2:lemma:ph5'
2.456529 Supp     b'+1:lemma:1'
2.452327 O        b'postag:CC'
2.423475 Gtype    b'lemma:\xce\xb4fur'
2.368070 Gtype    b'lemma:\xce\xb4soxr'
2.360449 Gtype    b'lemma:wild-type'
2.352917 Supp     b'lemma:nh4cl'
2.349539 O        b'+2:lemma:\xc2\xb0c'
2.337254 Med      b'lemma:MOPS'
2.321526 Gtype    b'lemma:flag-tag'
2.321526 Gtype    b'-1:lemma:c-terminal'
2.314837 O        b'lemma:CEL'
2.294955 Gtype    b'+1:lemma:with'
2.257644 Gtype    b'+1:lemma:type'
2.196496 Supp     b'+2:lemma:iptg'
2.196469 Supp     b'-1:lemma:Cra'
2.175786 Phase    b'-1:lemma:mid-log'
2.173685 O        b'postag:VBG'
2.163806 pH       b'+1:postag:CD'
2.100627 O        b'lemma:with'
2.088770 Gversion b'lemma:chip-seq'
2.085539 O        b'-1:lemma:tag'
2.069738 O        b'lemma:rep2'
2.069674 Supp     b'+1:lemma:\xc2\xb5m'
2.060929 O        b'lemma:harbor'
2.060390 Temp     b'+1:lemma:\xc2\xb0c'
2.022385 Supp     b'lemma:nitrate'
1.998316 pH       b'lemma:ph5'
1.998316 pH       b'+1:lemma:.5'
1.988849 Air      b'-1:lemma:ChIP-Seq'
1.977405 Med      b'lemma:m63'
1.976213 Temp     b'lemma:\xc2\xb0c'
1.971324 Gtype    b'lemma:dfnr'
1.969127 O        b'+1:lemma:arca-8myc'
1.955303 O        b'-1:lemma:0.3'
1.951821 O        b'-2:lemma:medium'
1.942893 Supp     b'+1:lemma:_'
1.937510 Gtype    b'-2:lemma:affyexp'
1.929115 Air      b'-2:lemma:IP'
1.905706 Substrain b'+1:lemma:phtpg'
1.898318 Supp     b'+1:lemma:2'
1.895488 Technique b'lemma:rnaseq'
1.881491 Supp     b'lemma:arginine'
1.871246 Technique b'-2:lemma:Fur'
1.871212 Med      b'+2:lemma:b2'
1.868278 Substrain b'-2:lemma:substr'
1.833742 Gtype    b'lemma:nsrr'
1.826714 O        b'-1:lemma:media'
1.824754 O        b'-1:lemma:anaerobic'
1.808509 Supp     b'-2:lemma:agent'
1.807657 O        b'+1:postag:RB'
1.807328 Gtype    b'-1:lemma:rpob'
1.803500 O        b'postag:NNS'
1.797656 Technique b'lemma:ChIP-Seq'
1.773838 O        b'lemma:chip'
1.773424 Strain   b'+1:lemma:substr'
1.773424 Strain   b'-2:lemma:str'
1.772977 O        b'-1:lemma:glucose'
1.769253 Anti     b'+1:lemma:antibody'
1.768929 Gversion b'lemma:.2'
1.768929 Gversion b'-1:lemma:u00096'
1.753884 O        b'lemma:\xcf\x8332'
1.753283 O        b'-2:lemma:myc'
1.752434 Anti     b'+2:lemma:antibody'
1.746191 Gtype    b'lemma:pk4854'
1.745489 Technique b'-1:lemma:IP'
1.733914 Supp     b'lemma:Leu'
1.733914 Supp     b'-2:lemma:Lrp'
1.720315 O        b'postag:DT'
1.720167 Strain   b'lemma:k-12'
1.714367 Med      b'+2:postag:CC'
1.702196 Gtype    b'-2:lemma:delta'
1.700861 O        b'lemma:argr'
1.699626 O        b'+2:postag:JJ'
1.699572 O        b'lemma:affyexp'
1.698615 Air      b'-1:lemma:-'
1.698323 Air      b'lemma:anaeroibc'
1.697509 Temp     b'lemma:43'
1.686900 Supp     b'lemma:Adenine'
1.667205 O        b'lemma:soxs'
1.667205 O        b'lemma:soxr'
1.665708 Supp     b'lemma:fructose'
1.663126 O        b'lemma:ompr'
1.657174 O        b'lemma:purr'
1.642276 Technique b'-1:lemma:chip-exo'
1.640609 Gtype    b'+1:lemma:ph5'
1.640609 Gtype    b'+2:lemma:.5'
1.635130 Temp     b'-1:lemma:43'
1.629117 Med      b'+1:lemma:0.4'
1.624603 Supp     b'-1:postag:CC'
1.623648 O        b'+1:lemma:pq'
1.620057 Med      b'-1:lemma:in'
1.607167 Technique b'-1:lemma:_'
1.597588 Technique b'-2:lemma:wt'
1.594913 Med      b'lemma:minimal'
1.582538 Temp     b'-2:lemma:\xcf\x8332'
1.579977 Gversion b'-2:lemma:nc'
1.577928 O        b'-1:lemma:\xc2\xb0c'
1.574442 O        b'+1:lemma:wt'
1.571857 Supp     b'-1:lemma:+'
1.571133 O        b'lemma:trpr'
1.568931 O        b'lemma:culture'
1.568914 O        b'lemma:genotype/variation'
1.567478 Technique b'-1:lemma:input'
1.560894 O        b'+1:postag:NNP'
1.559633 O        b'-1:lemma:lb'
1.558911 Gtype    b'lemma:\xce\xb4ompr'
1.557164 Phase    b'+1:lemma:phase'
1.552494 O        b'+2:lemma:cra'
1.551712 Supp     b'-2:lemma:for'
1.548775 Gtype    b'+2:lemma:glucose'
1.548228 Med      b'lemma:media'
1.546489 Supp     b'lemma:rifampicin'
1.538993 Air      b'lemma:anaerobically'
1.538769 Gtype    b'lemma:\xce\xb4oxyr'
1.527888 Gversion b'lemma:u00096'
1.527888 Gversion b'+1:lemma:.2'
1.510740 Phase    b'lemma:exponential'
1.510740 Phase    b'lemma:stationary'
1.504271 O        b'+1:lemma:chip-seq'
1.500405 Gversion b'-2:lemma:build'
1.494395 Gtype    b'lemma:ptac'
1.491733 O        b'-1:lemma:Aerobic'
1.489191 Agit     b'lemma:rpm'
1.488153 Technique b'postag:NNP'
1.481440 pH       b'lemma:.5'
1.481440 pH       b'-1:lemma:ph5'
1.479765 O        b'-2:lemma:min'
1.461483 Med      b'+2:lemma:b1'
1.458322 O        b'lemma:-lrb-'
1.457545 O        b'lemma:ml'
1.456515 O        b'-1:lemma:type'
1.455521 Phase    b'lemma:phase'
1.454471 Temp     b'-1:lemma:\xcf\x8332'
1.445071 Gtype    b'-2:postag:DT'
1.444366 O        b'+1:lemma:od600'
1.441153 Med      b'+1:lemma:minimal'
1.435416 O        b'-1:lemma:wt'
1.433093 O        b'+1:lemma:coli'
1.432963 Gtype    b'+1:lemma:_'
1.414930 Gtype    b'+1:lemma:flagtag'
1.409771 Med      b'lemma:broth'
1.409771 Med      b'-1:lemma:L'
1.404102 Gtype    b'-1:postag:VBG'
1.402997 O        b'+1:lemma:condition'
1.385125 O        b'-2:lemma:ChIP-Seq'
1.378975 O        b'lemma:Custom'
1.368428 Gtype    b'-1:lemma:ptac'
1.367249 Supp     b'-2:lemma:condition'
1.365896 Supp     b'-1:lemma:_'
1.360344 Gversion b'-2:postag:VB'
1.358613 Gtype    b'lemma:arca8myc'
1.358613 Gtype    b'-2:lemma:chip-arca'
1.355013 O        b'lemma:s'
1.352241 Technique b'-1:lemma:rna-seq'


Top negative:
-0.240864 O        b'-1:lemma:n2'
-0.241870 Supp     b'+2:postag::'
-0.244948 Supp     b'-1:postag:-LRB-'
-0.245788 O        b'+1:lemma:_'
-0.250584 O        b'+1:lemma:\xc2\xb0c'
-0.251484 Supp     b'+1:postag:VBN'
-0.251630 Technique b'-2:postag:NN'
-0.255068 O        b'+1:lemma:culture'
-0.255092 O        b'lemma:ph'
-0.257956 OD       b'+2:postag:NN'
-0.258052 O        b'+1:lemma:gade'
-0.259067 Gtype    b'-2:postag:CD'
-0.259245 O        b'lemma:250'
-0.260012 Phase    b'+1:postag:NN'
-0.261463 O        b'-1:lemma:sodium'
-0.261463 O        b'+2:lemma:1/100'
-0.261641 O        b'-1:lemma:1m'
-0.261641 O        b'+2:lemma:7.6'
-0.267912 Strain   b'postag:NN'
-0.268585 O        b'-2:lemma:aerobically'
-0.270821 O        b'lemma:0.2'
-0.271046 O        b'-2:lemma:2'
-0.273281 Temp     b'-1:lemma:\xc2\xb0c'
-0.273389 O        b'+1:lemma:mg1655'
-0.275465 Med      b'-1:postag:CD'
-0.279720 Supp     b'+1:lemma:rifampicin'
-0.282890 O        b'+1:postag:IN'
-0.290800 Supp     b'+2:lemma:acetate'
-0.293273 O        b'-2:lemma:mg1655'
-0.294116 Anti     b'+2:postag:JJ'
-0.299017 Supp     b'lemma:1'
-0.301190 O        b'-1:postag:IN'
-0.309209 Supp     b'+1:postag:-RRB-'
-0.311352 Supp     b'+2:postag:CC'
-0.313923 O        b'+1:postag:VBG'
-0.315176 Supp     b'-1:lemma:dpd'
-0.321987 O        b'+1:lemma:gadw'
-0.325650 Med      b'-1:postag:NN'
-0.327648 O        b'lemma:methanol'
-0.327648 O        b'-2:lemma:dissolve'
-0.328318 O        b'-1:lemma:0.2'
-0.334852 O        b'lemma:fecl2'
-0.339654 O        b'lemma:anaerobic'
-0.341230 O        b'-1:lemma:chip-exo'
-0.353401 O        b'-1:lemma:cra'
-0.354424 O        b'-2:lemma:anaerobically'
-0.355426 O        b'-2:lemma:rpob'
-0.355678 O        b'-1:lemma:contain'
-0.361362 O        b'+1:lemma:g/l'
-0.361781 O        b'lemma:dissolve'
-0.361781 O        b'+2:lemma:methanol'
-0.366638 O        b'lemma:lb'
-0.367583 Supp     b'+1:lemma:fructose'
-0.369374 Med      b'+1:postag:NN'
-0.369510 O        b'lemma:m63'
-0.370064 O        b'-2:lemma:phase'
-0.370439 O        b'+1:lemma:minimal'
-0.370982 O        b'-2:lemma:pahse'
-0.371136 Supp     b'-2:lemma:grow'
-0.375991 Vess     b'postag:NN'
-0.378096 O        b'+1:lemma:rep2'
-0.378255 O        b'+2:lemma:-rrb-'
-0.380278 O        b'+2:lemma:at'
-0.384210 O        b'-1:lemma:minimal'
-0.388239 O        b'-2:lemma:glucose'
-0.391106 Air      b'-1:postag:JJ'
-0.391908 O        b'-1:lemma:until'
-0.392584 Supp     b'+2:lemma:-rrb-'
-0.394595 O        b'+1:lemma:Aerobic'
-0.396109 O        b'-1:lemma:final'
-0.396858 Med      b'+1:postag:IN'
-0.398638 O        b'-1:lemma:iptg'
-0.405984 O        b'-2:lemma:mm'
-0.412751 O        b'-1:lemma:37'
-0.423858 O        b'+1:lemma:dissolve'
-0.428909 O        b'-2:lemma:supplement'
-0.431989 O        b'+1:lemma:m'
-0.436777 Supp     b'+2:postag:-RRB-'
-0.437255 Supp     b'-1:postag:VBN'
-0.440236 O        b'+2:lemma:tag'
-0.446461 Supp     b'+1:postag:NNS'
-0.448337 O        b'lemma:nitrogen'
-0.452881 Supp     b'postag:CC'
-0.454287 Supp     b'+2:lemma:glucose'
-0.459760 O        b'lemma:minimal'
-0.470804 O        b'-2:lemma:nh4cl'
-0.491402 O        b'postag:RB'
-0.494015 O        b'lemma:37'
-0.499646 O        b'-1:lemma:g/l'
-0.502121 O        b'+2:lemma:a'
-0.507239 Supp     b'+1:lemma:acetate'
-0.509993 O        b'-1:lemma:dissolve'
-0.509993 O        b'+1:lemma:methanol'
-0.518444 Supp     b'-1:postag:NNP'
-0.522170 O        b'-1:lemma:grow'
-0.523412 O        b'-2:lemma:a'
-0.531453 O        b'+1:lemma:1m'
-0.531453 O        b'-2:lemma:vol'
-0.534602 O        b'+2:lemma:250'
-0.538057 Gtype    b'-2:lemma:\xe2\x88\x86'
-0.549372 O        b'+2:lemma:then'
-0.549638 O        b'+2:lemma:genome'
-0.550134 Supp     b'-2:lemma:treat'
-0.556977 O        b'-1:lemma:fresh'
-0.558288 O        b'-1:lemma:dfnr'
-0.565708 O        b'+1:lemma:supplement'
-0.569022 O        b'lemma:fructose'
-0.575610 O        b'lemma:anaerobically'
-0.577376 O        b'-2:lemma:genome'
-0.595858 O        b'-2:lemma:fresh'
-0.603206 O        b'-2:postag:DT'
-0.608051 O        b'+1:lemma:mm'
-0.613648 O        b'lemma:glucose'
-0.624344 O        b'lemma:k-12'
-0.635426 Supp     b'+1:lemma:,'
-0.635426 Supp     b'+1:postag:,'
-0.639334 O        b'-1:lemma:mm'
-0.646392 O        b'-1:lemma:\xe2\x88\x86'
-0.646596 Med      b'-2:lemma:grow'
-0.652076 O        b'-2:lemma:until'
-0.661116 O        b'lemma:2h'
-0.661116 O        b'-1:lemma:additional'
-0.663482 O        b'-2:postag:RB'
-0.673788 O        b'-2:lemma::'
-0.674569 O        b'+2:lemma:reference'
-0.683036 O        b'+2:lemma:add'
-0.685189 pH       b'postag:NN'
-0.685297 O        b'postag:VBP'
-0.688346 Med      b'+2:postag:VBN'
-0.688555 Supp     b'+1:lemma:-lrb-'
-0.690175 Supp     b'-2:postag:JJ'
-0.690245 Phase    b'postag:JJ'
-0.697689 O        b'+2:lemma:10'
-0.703863 Supp     b'+1:postag:-LRB-'
-0.708967 Anti     b'+1:lemma:anti-fur'
-0.728829 O        b'+1:lemma:until'
-0.747693 O        b'-1:lemma:ml'
-0.751276 O        b'-2:lemma:dpd'
-0.756088 O        b'lemma:aerobically'
-0.760131 O        b'-1:lemma:30'
-0.766561 O        b'lemma:\xe2\x88\x86'
-0.771321 O        b'-2:postag:SYM'
-0.778341 O        b'-1:lemma:2'
-0.802560 O        b'lemma:of'
-0.802884 Med      b'-2:postag:VBN'
-0.806377 O        b'-1:postag::'
-0.826105 O        b'+2:lemma:mid-log'
-0.849054 O        b'-2:lemma:media'
-0.867470 O        b'-1:lemma:vol'
-0.867470 O        b'-2:lemma:1/100'
-0.867470 O        b'+2:lemma:1m'
-0.867875 Phase    b'-1:postag:JJ'
-0.884642 O        b'lemma:nh4cl'
-0.898025 O        b'+2:postag:-RRB-'
-0.915346 Temp     b'postag:NN'
-0.917405 O        b'+2:lemma:+'
-0.919858 O        b'-1:lemma:1'
-0.926225 O        b'-1:lemma:rpob'
-0.927298 O        b'-2:lemma:IP'
-0.934298 O        b'lemma:mid-log'
-0.947126 O        b'-1:lemma:co2'
-0.947829 Air      b'+1:postag:JJ'
-0.976905 O        b'+2:lemma:fnr'
-0.983443 Anti     b'+2:lemma:polyclonal'
-0.983730 O        b'lemma:nitrate'
-0.994076 Supp     b'+2:lemma:fructose'
-0.999100 Air      b'postag:NN'
-0.999246 O        b'-1:lemma:ph'
-1.004751 OD       b'+1:postag:NN'
-1.006120 O        b'+1:lemma:+'
-1.012830 O        b'-2:lemma:0.3'
-1.019854 O        b'+2:lemma:b'
-1.020397 O        b'+1:lemma:2.0'
-1.043510 O        b'-1:lemma:sample'
-1.049774 OD       b'+2:lemma:aerobically'
-1.060960 O        b'lemma:30'
-1.076454 O        b'lemma:rifampicin'
-1.098762 Supp     b'+2:postag:CD'
-1.112282 O        b'lemma:aerobic'
-1.121896 Gtype    b'+2:lemma:cra'
-1.139537 Supp     b'+2:lemma:2'
-1.152551 Supp     b'+2:lemma:1'
-1.156894 O        b'lemma:media'
-1.166267 O        b'+1:lemma:at'
-1.166551 O        b'-1:lemma:nsrr'
-1.176235 O        b'+1:lemma:in'
-1.183711 O        b'+2:lemma:rifampicin'
-1.212779 O        b'lemma:wt'
-1.245458 O        b'-2:lemma:rifampicin'
-1.334770 O        b'lemma:\xce\xb4fur'
-1.335529 O        b'-1:lemma:IP'
-1.335617 Anti     b'postag:NNP'
-1.392108 O        b'lemma:0.3'
-1.428060 Gtype    b'postag:VBG'
-1.462629 O        b'-1:postag:VBG'
-1.559454 Supp     b'postag:JJ'
-1.728116 O        b'+1:lemma:1'
-2.237261 O        b'+1:lemma:2'
-2.735096 O        b'-1:lemma::'
-3.093805 O        b'-1:lemma:_'