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

best params:{'c1': 0.13330184503096318, 'c2': 0.015952382909212963}
best CV score:0.8603877155764311
model size: 0.08M

Flat F1: 0.7890643233991025
             precision    recall  f1-score   support

         OD      0.857     0.818     0.837        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      1.000     0.690     0.816        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      0.543     0.362     0.435        69
       Anti      1.000     1.000     1.000        11
     Strain      0.000     0.000     0.000         1
      Gtype      0.868     0.776     0.820        85
  Substrain      0.000     0.000     0.000         0
       Supp      0.779     0.813     0.796       134
   Gversion      0.000     0.000     0.000         0

avg / total      0.826     0.763     0.789       451


Top likely transitions:
Agit   -> Agit    6.893287
Temp   -> Temp    6.021557
Med    -> Med     5.295918
OD     -> OD      5.124787
Anti   -> Anti    5.077725
Phase  -> Phase   4.805244
Supp   -> Supp    4.676680
Gversion -> Gversion 4.270632
O      -> O       4.151009
Gtype  -> Gtype   4.130084
Air    -> Air     4.099435
Technique -> Technique 3.483421
pH     -> pH      2.997159
Substrain -> Gtype   1.124559
O      -> Technique 1.003751
O      -> Supp    0.947717
Air    -> O       0.873831
Temp   -> O       0.565967
O      -> Temp    0.479055
O      -> Gtype   0.462638
Gtype  -> Air     0.167055
Supp   -> O       0.160803
Technique -> Air     0.116967
O      -> OD      0.109397
Med    -> O       0.103673
O      -> Phase   0.083258
Gtype  -> Supp    0.074101
OD     -> O       0.051003
Phase  -> O       0.029928
Strain -> O       0.000886
O      -> Anti    0.000637
O      -> Gversion 0.000062
Anti   -> Air     -0.001399
Phase  -> Supp    -0.014135
Gtype  -> Gversion -0.023045
Technique -> Gtype   -0.145953
Supp   -> Technique -0.164756
Technique -> pH      -0.188040
Supp   -> Air     -0.262229
Gtype  -> Technique -0.360196
OD     -> Air     -0.397656
Air    -> Phase   -0.403726
Gtype  -> Med     -0.439722
Gversion -> O       -0.476476
Air    -> Supp    -0.501806
Gtype  -> Anti    -0.567560
Supp   -> Gtype   -0.583004
Air    -> Temp    -0.652068
Technique -> O       -0.816523
O      -> Air     -0.975032


Top unlikely transitions:
Anti   -> Anti    5.077725
Phase  -> Phase   4.805244
Supp   -> Supp    4.676680
Gversion -> Gversion 4.270632
O      -> O       4.151009
Gtype  -> Gtype   4.130084
Air    -> Air     4.099435
Technique -> Technique 3.483421
pH     -> pH      2.997159
Substrain -> Gtype   1.124559
O      -> Technique 1.003751
O      -> Supp    0.947717
Air    -> O       0.873831
Temp   -> O       0.565967
O      -> Temp    0.479055
O      -> Gtype   0.462638
Gtype  -> Air     0.167055
Supp   -> O       0.160803
Technique -> Air     0.116967
O      -> OD      0.109397
Med    -> O       0.103673
O      -> Phase   0.083258
Gtype  -> Supp    0.074101
OD     -> O       0.051003
Phase  -> O       0.029928
Strain -> O       0.000886
O      -> Anti    0.000637
O      -> Gversion 0.000062
Anti   -> Air     -0.001399
Phase  -> Supp    -0.014135
Gtype  -> Gversion -0.023045
Technique -> Gtype   -0.145953
Supp   -> Technique -0.164756
Technique -> pH      -0.188040
Supp   -> Air     -0.262229
Gtype  -> Technique -0.360196
OD     -> Air     -0.397656
Air    -> Phase   -0.403726
Gtype  -> Med     -0.439722
Gversion -> O       -0.476476
Air    -> Supp    -0.501806
Gtype  -> Anti    -0.567560
Supp   -> Gtype   -0.583004
Air    -> Temp    -0.652068
Technique -> O       -0.816523
O      -> Air     -0.975032
Gtype  -> O       -1.058292
Supp   -> Med     -1.159468
Med    -> Supp    -1.481426
Substrain -> O       -1.534528


Top positive:
6.792977 Technique b'lemma[:2]:Ch'
6.185501 O        b'lemma:2'
5.372196 O        b'lemma:3'
5.171879 O        b'-1:lemma:tag'
5.142744 Gtype    b'lemma[:1]:\xce\xb4'
4.788508 O        b'lemma:1'
4.739414 O        b'postag:IN'
4.709882 O        b'lemma:-'
4.462687 Technique b'lemma:chipseq'
4.337449 O        b'lemma[:2]:re'
4.272091 Supp     b'+1:lemma:\xc2\xb5m'
4.219425 O        b'lemma:with'
4.162550 O        b'+1:lemma:pq'
4.046798 O        b'lemma:_'
4.046798 O        b'lemma[:1]:_'
4.040972 Gtype    b'-1:lemma:\xe2\x88\x86'
4.018468 Phase    b'lemma:mid-log'
3.950059 Air      b'lemma[:2]:ae'
3.882373 O        b'postag::'
3.866328 Supp     b'lemma:Iron'
3.866328 Supp     b'lemma[:2]:Ir'
3.865451 O        b'lemma:b'
3.666419 O        b'lemma:a'
3.658095 Substrain b'lemma[:2]:mg'
3.641844 Air      b'-1:lemma:ChIP-Seq'
3.630211 Supp     b'-1:lemma:Cra'
3.616609 O        b'postag:CC'
3.541072 Air      b'lemma:anaerobic'
3.460006 Air      b'lemma[:2]:an'
3.437202 O        b'lemma:rpob'
3.400149 Gtype    b'lemma:arca8myc'
3.376119 Strain   b'+1:lemma:substr'
3.310669 O        b'lemma:.'
3.310669 O        b'postag:.'
3.265211 O        b'-1:lemma:lb'
3.262791 Supp     b'-1:lemma:with'
3.123788 Supp     b'-1:lemma:vol'
3.100190 Air      b'-1:lemma:-'
3.079730 Supp     b'lemma:pq'
3.079730 Supp     b'lemma[:2]:pq'
3.061798 Agit     b'+1:lemma:rpm'
3.060071 O        b'-1:lemma:0.3'
2.985771 Supp     b'lemma:arginine'
2.958596 O        b'lemma[:1]:h'
2.939765 O        b'lemma[:2]:ge'
2.920828 O        b'lemma:delta'
2.918295 Phase    b'lemma:stationary'
2.910332 Supp     b'-1:lemma:+'
2.845649 Technique b'lemma[:2]:ch'
2.823670 Gversion b'lemma:chip-seq'
2.791251 O        b'postag:VBN'
2.770882 Anti     b'+1:lemma:antibody'
2.759206 Gtype    b'lemma:type'
2.759206 Gtype    b'lemma[:2]:ty'
2.752479 Temp     b'+1:lemma:in'
2.715434 Med      b'-1:lemma:ml'
2.707247 Air      b'lemma:Aerobic'
2.707247 Air      b'lemma[:2]:Ae'
2.706748 Med      b'+1:lemma:0.4'
2.704634 O        b'-1:lemma:glucose'
2.684854 Phase    b'lemma[:2]:ex'
2.662573 Anti     b'lemma[:2]:an'
2.630158 Technique b'lemma[:2]:rn'
2.608017 Supp     b'lemma:acetate'
2.554332 OD       b'lemma[:1]:o'
2.549906 Gtype    b'lemma:fnr8myc'
2.524063 O        b'-1:lemma:0.3-0.35'
2.521537 O        b'-1:lemma:Aerobic'
2.508216 Supp     b'lemma:rifampicin'
2.505724 O        b'lemma:ompr'
2.499756 Supp     b'lemma[:2]:ri'
2.491716 O        b'lemma:chip'
2.488425 Supp     b'-1:lemma:final'
2.473021 Gtype    b'lemma[:2]:cr'
2.448300 Med      b'lemma:MOPS'
2.448300 Med      b'lemma[:1]:M'
2.448300 Med      b'lemma[:2]:MO'
2.444945 Supp     b'+1:lemma:1'
2.444634 Gtype    b'lemma:wt'
2.444634 Gtype    b'lemma[:2]:wt'
2.439447 Gtype    b'lemma[:2]:ar'
2.423220 Gtype    b'lemma[:2]:pk'
2.411016 Technique b'lemma[:1]:C'
2.409772 O        b'postag:DT'
2.401919 Supp     b'+1:lemma:mm'
2.397549 Supp     b'-1:lemma:sodium'
2.386531 Agit     b'lemma:rpm'
2.384742 Med      b'lemma:broth'
2.384742 Med      b'-1:lemma:L'
2.384742 Med      b'lemma[:2]:br'
2.380245 Supp     b'lemma[:1]:I'
2.354434 O        b'lemma[:1]:C'
2.351237 Technique b'-1:lemma:input'
2.341179 Air      b'postag:RB'
2.337517 O        b'-1:lemma:into'
2.316952 Gtype    b'lemma[:2]:de'
2.308227 Gversion b'lemma:asm584v2'
2.304126 Gtype    b'lemma:nsrr'
2.304126 Gtype    b'lemma[:2]:ns'
2.302775 Gversion b'lemma[:2]:as'
2.247462 Gtype    b'lemma[:1]:W'
2.232742 Supp     b'lemma[:2]:ni'
2.228857 Gtype    b'-1:lemma:_'
2.228364 Med      b'lemma:L'
2.228364 Med      b'+1:lemma:broth'
2.215606 Gtype    b'+1:lemma:type'
2.215192 Supp     b'lemma:fructose'
2.213388 O        b'-1:lemma:ChIP-exo'
2.205310 Gversion b'lemma[:2]:00'
2.189511 O        b'lemma:Custom'
2.189511 O        b'lemma[:2]:Cu'
2.189327 Gversion b'lemma:nc'
2.189327 Gversion b'lemma[:2]:nc'
2.187007 Anti     b'lemma:none'
2.170324 O        b'+1:lemma:or'
2.165483 Phase    b'lemma[:1]:e'
2.157215 Air      b'lemma[:1]:a'
2.155510 O        b'+1:lemma:acetate'
2.137294 O        b'-1:lemma:phase'
2.120304 O        b'lemma[:2]:om'
2.109931 Temp     b'-1:lemma:43'
2.093355 pH       b'+1:postag:CD'
2.087626 O        b'lemma[:1]:e'
2.082218 Gtype    b'+1:lemma::'
2.080609 O        b'+1:lemma:mid-log'
2.064412 O        b'-1:lemma:type'
2.055018 Temp     b'-1:lemma:sample'
2.048893 Temp     b'-1:lemma:\xcf\x8332'
2.048779 O        b'+1:lemma:od600'
2.037410 Med      b'+1:lemma:2.0'
2.035956 O        b'+1:postag:NNP'
2.030314 O        b'+1:postag:RB'
2.027123 Gtype    b'lemma[:1]:w'
2.011116 O        b'-1:lemma:anaerobic'
2.006058 Gtype    b'lemma[:1]:f'
1.994696 pH       b'lemma[:2]:ph'
1.971101 Supp     b'lemma:no3'
1.963975 Technique b'+1:lemma:rna-seq'
1.963032 O        b'lemma:purr'
1.954191 O        b'lemma:Cra'
1.953081 Gtype    b'lemma:flag-tag'
1.953081 Gtype    b'-1:lemma:c-terminal'
1.929362 Technique b'+1:lemma:chip-exo'
1.926848 Med      b'lemma[:1]:m'
1.913449 Substrain b'lemma[:1]:m'
1.912657 Gtype    b'-1:lemma:vector'
1.903374 Gtype    b'lemma:\xe2\x88\x86'
1.903374 Gtype    b'lemma[:1]:\xe2\x88\x86'
1.901605 O        b'lemma[:2]:Cr'
1.900522 Supp     b'lemma[:2]:gl'
1.899158 O        b'lemma[:1]:s'
1.875620 O        b'postag:VBG'
1.860683 O        b'lemma:n'
1.859831 Strain   b'lemma:k-12'
1.859831 Strain   b'lemma[:2]:k-'
1.859641 Supp     b'lemma[:2]:ac'
1.834220 Supp     b'lemma:nacl'
1.834220 Supp     b'lemma[:2]:na'
1.829854 Supp     b'+1:lemma:2'
1.820248 Strain   b'lemma[:1]:k'
1.810126 Temp     b'lemma:43'
1.810126 Temp     b'lemma[:2]:43'
1.789121 Gtype    b'+1:lemma:with'
1.787780 Gversion b'-1:lemma:nc'
1.784140 Med      b'-1:lemma:fresh'
1.776852 Gtype    b'-1:postag:VBG'
1.769935 Supp     b'lemma:Leu'
1.769935 Supp     b'lemma[:2]:Le'
1.761067 Gtype    b'symb'
1.756726 O        b'-1:lemma:stpa'
1.755310 Phase    b'-1:lemma:until'
1.753083 Supp     b'-1:postag:CC'
1.751530 Anti     b'-1:lemma::'
1.746658 O        b'lemma:argr'
1.741299 O        b'lemma:\xcf\x8332'
1.741299 O        b'lemma[:1]:\xcf\x83'
1.741299 O        b'lemma[:2]:\xcf\x833'
1.735808 Supp     b'lemma:Fe'
1.735808 Supp     b'lemma[:2]:Fe'
1.734847 Anti     b'hGreek'
1.731060 Gtype    b'-1:lemma:knock-out'
1.724076 O        b'-1:lemma:aerobically'
1.721770 O        b'lemma:A'
1.714736 O        b'lemma:0.4'
1.713906 Gtype    b'lemma[:1]:t'
1.706889 Air      b'+1:postag:IN'
1.699701 Supp     b'lemma:glucose'
1.698973 O        b'lemma:chip-arca'
1.681807 O        b'+1:lemma:coli'
1.680743 O        b'+1:lemma:sparging'
1.679592 O        b'-1:postag:NNS'
1.678415 Air      b'-1:lemma:co2'
1.676578 O        b'lemma[:1]:-'
1.669982 pH       b'lemma:ph5'
1.669982 pH       b'+1:lemma:.5'
1.659378 Substrain b'+1:lemma:phtpg'
1.658130 Gtype    b'-1:lemma:rpob'
1.643206 O        b'lemma[:1]:c'
1.637539 Gtype    b'lemma[:2]:wi'
1.628222 Supp     b'+1:lemma:min'


Top negative:
-0.048858 Air      b'lemma:-rrb-'
-0.053617 OD       b'-1:lemma:od600'
-0.056105 Supp     b'+1:lemma:dpd'
-0.058525 O        b'+1:lemma:95'
-0.061956 Supp     b'-1:lemma:%'
-0.062560 O        b'+1:lemma:cell'
-0.065163 Supp     b'lemma:vol'
-0.065163 Supp     b'-1:lemma:1/100'
-0.067871 O        b'+1:lemma:antibody'
-0.069248 Gtype    b'+1:postag:NN'
-0.072048 O        b'lemma:2.0'
-0.078220 Supp     b'lemma[:2]:vo'
-0.079573 Supp     b'-1:postag::'
-0.084349 Supp     b'-1:lemma:;'
-0.085848 O        b'-1:lemma:-lrb-'
-0.097584 O        b'+1:lemma:phosphate'
-0.098013 Supp     b'+1:lemma:rifampicin'
-0.104233 Phase    b'-1:lemma:at'
-0.109073 O        b'lemma:7.6'
-0.109073 O        b'+1:lemma:;'
-0.109073 O        b'lemma[:2]:7.'
-0.110982 Air      b'-1:postag:CC'
-0.115095 O        b'+1:lemma:0.3'
-0.124835 Gtype    b'lemma[:1]:g'
-0.138288 O        b'-1:lemma:g/l'
-0.139335 O        b'-1:lemma:control'
-0.140398 O        b'lemma:1/100'
-0.140398 O        b'+1:lemma:vol'
-0.140398 O        b'lemma[:2]:1/'
-0.142417 O        b'lemma[:2]:ph'
-0.150417 Supp     b'-1:lemma:dpd'
-0.152181 Air      b'postag:CC'
-0.156096 Supp     b'lemma[:2]:mm'
-0.170571 Supp     b'lemma[:1]:v'
-0.176750 Supp     b'-1:lemma:.'
-0.176750 Supp     b'-1:postag:.'
-0.177644 Air      b'+1:postag:JJ'
-0.183264 O        b'lemma:ph'
-0.194456 O        b'+1:lemma:_'
-0.198008 O        b'lemma[:1]:I'
-0.198858 Med      b'lemma[:1]:c'
-0.200600 Supp     b'postag:CD'
-0.200922 Supp     b'lemma[:2]:10'
-0.225778 O        b'lemma:sodium'
-0.227988 O        b'lemma:150'
-0.227988 O        b'+1:lemma:mg/ml'
-0.227988 O        b'lemma[:2]:15'
-0.230044 Air      b'-1:lemma:grow'
-0.230726 O        b'lemma[:1]:L'
-0.242707 OD       b'+1:lemma:0.4'
-0.247792 O        b'lemma:aerobic'
-0.250676 Gtype    b'postag:CD'
-0.251160 O        b'lemma:37'
-0.251160 O        b'lemma[:2]:37'
-0.252456 Supp     b'lemma[:1]:o'
-0.257318 Supp     b'lemma:mm'
-0.261677 O        b'lemma:minimal'
-0.264264 O        b'-1:lemma:phosphate'
-0.265979 O        b'lemma:1m'
-0.265979 O        b'lemma[:2]:1m'
-0.266597 O        b'lemma:media'
-0.267452 O        b'lemma[:2]:an'
-0.267991 Supp     b'lemma:10'
-0.278125 O        b'lemma[:2]:0.'
-0.280995 Supp     b'lemma[:1]:a'
-0.282672 Phase    b'+1:postag:NN'
-0.283800 O        b'-1:lemma:iptg'
-0.286359 O        b'+1:lemma:1/100'
-0.296570 O        b'-1:postag:IN'
-0.303339 O        b'lemma:wt'
-0.303339 O        b'lemma[:2]:wt'
-0.304954 O        b'-1:lemma:n2'
-0.305002 O        b'+1:lemma:for'
-0.313331 O        b'+1:lemma:ph'
-0.315827 O        b'+1:lemma:rep2'
-0.316914 Supp     b'-1:postag:NNP'
-0.317533 O        b'+1:lemma:.'
-0.317533 O        b'+1:postag:.'
-0.319317 O        b'lemma[:2]:od'
-0.321743 Supp     b'+1:lemma:fructose'
-0.325179 Gtype    b'-1:lemma:-lrb-'
-0.327448 Technique b'-1:lemma::'
-0.332177 O        b'+1:lemma:supplement'
-0.340289 O        b'lemma:of'
-0.340289 O        b'lemma[:2]:of'
-0.346020 pH       b'postag:NN'
-0.348702 O        b'-1:lemma:1m'
-0.348772 O        b'-1:lemma:of'
-0.353402 O        b'-1:postag:-LRB-'
-0.353653 Gtype    b'lemma[:1]:-'
-0.370016 Air      b'+1:postag:-LRB-'
-0.378377 Med      b'+1:postag:NN'
-0.386701 O        b'lemma:co2'
-0.387052 O        b'+1:lemma:-rrb-'
-0.410253 O        b'lemma:anaerobically'
-0.410584 O        b'-1:lemma:from'
-0.411044 Med      b'-1:postag:NN'
-0.423352 Med      b'+1:postag:IN'
-0.425947 O        b'lemma:glucose'
-0.439413 O        b'+1:postag:-RRB-'
-0.439693 O        b'+1:postag:IN'
-0.445043 O        b'lemma:c'
-0.449206 Air      b'-1:postag:JJ'
-0.454193 Med      b'symb'
-0.455690 O        b'lemma:2h'
-0.455690 O        b'-1:lemma:additional'
-0.455690 O        b'lemma[:2]:2h'
-0.456326 OD       b'hUpper'
-0.456326 OD       b'hLower'
-0.457470 O        b'-1:lemma:mm'
-0.459860 O        b'lemma[:1]:0'
-0.476971 Anti     b'+1:lemma:anti-fur'
-0.481570 Air      b'-1:lemma:or'
-0.487911 Med      b'-1:postag:IN'
-0.497805 O        b'-1:lemma:37'
-0.503733 O        b'postag:RB'
-0.518906 Gtype    b'-1:lemma:mg1655'
-0.521608 O        b'lemma[:2]:mg'
-0.539310 Supp     b'-1:lemma:-lrb-'
-0.544818 Air      b'-1:postag:VBN'
-0.554971 Air      b'+1:lemma:-lrb-'
-0.564728 O        b'+1:lemma:at'
-0.575151 O        b'lemma[:2]:gl'
-0.586132 Temp     b'hGreek'
-0.613309 O        b'lemma:methanol'
-0.622499 Supp     b'lemma[:1]:s'
-0.648351 Supp     b'-1:postag:-LRB-'
-0.649606 Air      b'symb'
-0.665356 O        b'-1:lemma:delta'
-0.666424 Technique b'postag:NN'
-0.679462 O        b'lemma[:2]:ar'
-0.680103 Med      b'-1:postag:CD'
-0.690689 O        b'-1:lemma:\xe2\x88\x86'
-0.694572 Supp     b'symb'
-0.699321 Supp     b'+1:postag:VBN'
-0.711427 Agit     b'symb'
-0.727728 Gtype    b'lemma[:1]:c'
-0.728934 O        b'lemma:mid-log'
-0.732994 Supp     b'postag:JJ'
-0.763056 O        b'-1:lemma:final'
-0.787433 Technique b'-1:postag::'
-0.799920 Phase    b'postag:JJ'
-0.805670 O        b'+1:postag:VBG'
-0.811006 O        b'-1:lemma:nsrr'
-0.817629 Gtype    b'+1:lemma:-rrb-'
-0.826953 Phase    b'hUpper'
-0.826953 Phase    b'hLower'
-0.832803 O        b'-1:lemma:30'
-0.866445 O        b'+1:lemma:2.0'
-0.869353 O        b'-1:lemma:dissolve'
-0.869353 O        b'+1:lemma:methanol'
-0.879555 Phase    b'-1:postag:JJ'
-0.902450 Agit     b'hUpper'
-0.902450 Agit     b'hLower'
-0.908311 O        b'-1:lemma:cra'
-0.913033 O        b'-1:lemma:IP'
-0.913247 Temp     b'postag:NN'
-0.923496 O        b'-1:lemma:co2'
-0.928549 O        b'+1:lemma:until'
-0.945079 O        b'+1:lemma:1m'
-0.973593 O        b'postag:VBP'
-0.977346 O        b'-1:lemma:rpob'
-0.993918 O        b'+1:lemma:g/l'
-0.995081 O        b'-1:lemma:ph'
-1.012606 O        b'lemma[:2]:ri'
-1.015626 O        b'-1:lemma:until'
-1.019941 Gtype    b'lemma[:1]:r'
-1.020871 Anti     b'postag:NNP'
-1.021292 Gtype    b'lemma[:1]:a'
-1.043259 O        b'+1:lemma:+'
-1.064769 O        b'-1:lemma:ml'
-1.086182 O        b'lemma[:2]:30'
-1.110227 O        b'lemma:soxs-8myc'
-1.112350 O        b'lemma:rifampicin'
-1.121024 O        b'+1:lemma:mm'
-1.200742 O        b'lemma:0.3'
-1.229817 O        b'lemma[:2]:me'
-1.241013 O        b'-1:postag::'
-1.292670 Supp     b'hGreek'
-1.298761 O        b'-1:lemma:1'
-1.329722 Supp     b'+1:lemma:-lrb-'
-1.340009 O        b'lemma[:2]:ae'
-1.343861 Supp     b'+1:postag:-LRB-'
-1.407876 OD       b'+1:postag:NN'
-1.634875 O        b'-1:lemma:fresh'
-1.659704 O        b'+1:lemma:1'
-1.811326 Supp     b'lemma[:1]:c'
-1.853339 O        b'-1:lemma:sample'
-1.870273 Air      b'postag:NN'
-2.008997 Supp     b'+1:lemma:,'
-2.008997 Supp     b'+1:postag:,'
-2.030519 O        b'+1:lemma:in'
-2.074714 O        b'-1:postag:VBG'
-2.120965 Temp     b'+1:postag:IN'
-2.153912 O        b'+1:lemma:2'
-2.533264 O        b'-1:lemma:vol'
-2.654052 O        b'-1:lemma:2'
-2.901215 O        b'lemma[:2]:fl'
-4.156418 O        b'-1:lemma:_'
-4.945535 O        b'-1:lemma::'