Carlos-Francisco Méndez-Cruz / automatic-extraction-growth-conditions

Go to a project
Toggle navigation Toggle navigation pinning
Switch branch/tag
report_S1_True_S2_False_v2.txt 17.2 KB
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 
********** TRAINING AND TESTING REPORT **********
Training file: training-data-set-70_v4.txt

best params:{'c1': 0.279361962019874, 'c2': 0.0038200106679588276}
best CV score:0.8186573824050531
model size: 0.07M

Flat F1: 0.8128691445699846
             precision    recall  f1-score   support

         OD      0.789     0.405     0.536        37
         pH      1.000     1.000     1.000        12
  Technique      1.000     0.909     0.952        22
        Med      0.897     0.912     0.904        57
       Temp      0.818     1.000     0.900        18
       Vess      0.000     0.000     0.000         0
       Agit      0.000     0.000     0.000         0
      Phase      1.000     0.947     0.973        19
        Air      0.780     0.742     0.760        62
       Anti      1.000     0.889     0.941         9
     Strain      1.000     1.000     1.000         1
      Gtype      0.918     0.849     0.882       106
  Substrain      0.000     0.000     0.000         1
       Supp      0.835     0.669     0.743       136
   Gversion      0.000     0.000     0.000         0

avg / total      0.869     0.773     0.813       480


Top likely transitions:
Agit   -> Agit    7.239488
OD     -> OD      6.986110
Temp   -> Temp    6.018161
Anti   -> Anti    5.460406
Med    -> Med     5.405632
Supp   -> Supp    4.891085
Air    -> Air     4.827197
Phase  -> Phase   4.808148
Gversion -> Gversion 4.563407
Gtype  -> Gtype   4.416717
O      -> O       3.914205
Technique -> Technique 3.585291
pH     -> pH      2.066900
O      -> Supp    2.030835
Gtype  -> Supp    1.504335
Air    -> O       1.080882
O      -> Technique 0.833471
O      -> Gtype   0.713793
O      -> Anti    0.531693
OD     -> Phase   0.408195
Substrain -> Gtype   0.381038
O      -> Gversion 0.245512
O      -> Temp    0.216347
Med    -> O       0.140439
Supp   -> O       0.136031
Phase  -> O       0.111016
O      -> Phase   0.102578
O      -> Med     0.027873
Technique -> Air     0.004864
Temp   -> O       0.002877
Phase  -> Air     0.002070
O      -> OD      -0.000053
Air    -> Temp    -0.001109
Technique -> pH      -0.003137
Anti   -> O       -0.004004
OD     -> Air     -0.082107
Supp   -> Med     -0.222493
Gtype  -> Anti    -0.266509
Phase  -> OD      -0.268963
OD     -> O       -0.365524
Gtype  -> O       -0.470283
Supp   -> Gtype   -0.575625
Agit   -> O       -0.740344
O      -> Air     -0.754198
Med    -> Supp    -0.916394
Technique -> O       -0.944892
Substrain -> O       -1.056452


Top unlikely transitions:
Agit   -> Agit    7.239488
OD     -> OD      6.986110
Temp   -> Temp    6.018161
Anti   -> Anti    5.460406
Med    -> Med     5.405632
Supp   -> Supp    4.891085
Air    -> Air     4.827197
Phase  -> Phase   4.808148
Gversion -> Gversion 4.563407
Gtype  -> Gtype   4.416717
O      -> O       3.914205
Technique -> Technique 3.585291
pH     -> pH      2.066900
O      -> Supp    2.030835
Gtype  -> Supp    1.504335
Air    -> O       1.080882
O      -> Technique 0.833471
O      -> Gtype   0.713793
O      -> Anti    0.531693
OD     -> Phase   0.408195
Substrain -> Gtype   0.381038
O      -> Gversion 0.245512
O      -> Temp    0.216347
Med    -> O       0.140439
Supp   -> O       0.136031
Phase  -> O       0.111016
O      -> Phase   0.102578
O      -> Med     0.027873
Technique -> Air     0.004864
Temp   -> O       0.002877
Phase  -> Air     0.002070
O      -> OD      -0.000053
Air    -> Temp    -0.001109
Technique -> pH      -0.003137
Anti   -> O       -0.004004
OD     -> Air     -0.082107
Supp   -> Med     -0.222493
Gtype  -> Anti    -0.266509
Phase  -> OD      -0.268963
OD     -> O       -0.365524
Gtype  -> O       -0.470283
Supp   -> Gtype   -0.575625
Agit   -> O       -0.740344
O      -> Air     -0.754198
Med    -> Supp    -0.916394
Technique -> O       -0.944892
Substrain -> O       -1.056452


Top positive:
8.966672 Technique b'lemma[:2]:Ch'
6.588612 Phase    b'lemma:stationary'
5.718268 Air      b'lemma:anaerobic'
5.159572 O        b'lemma[:2]:re'
4.823035 O        b'-1:lemma:tag'
4.717845 Air      b'lemma:aerobic'
4.658070 Phase    b'lemma:mid-log'
4.421877 OD       b'lemma[:2]:od'
4.420602 Gtype    b'lemma:arca8myc'
4.062533 O        b'lemma:1'
4.062533 O        b'lemma[:2]:1'
3.912148 Gtype    b'-1:lemma:\xe2\x88\x86'
3.888418 Air      b'-1:lemma:ChIP-Seq'
3.848911 O        b'lemma:rpob'
3.769611 O        b'lemma[:2]:ge'
3.714984 Strain   b'+1:lemma:substr'
3.670004 Gtype    b'lemma[:2]:fl'
3.560689 O        b'lemma:with'
3.436525 O        b'-1:lemma:ChIP-exo'
3.429177 Supp     b'lemma:arginine'
3.425608 Technique b'lemma[:2]:rn'
3.371645 Med      b'+1:lemma:0.4'
3.328846 Supp     b'lemma:Iron'
3.328846 Supp     b'lemma[:2]:Ir'
3.321795 Supp     b'+1:lemma:1'
3.310404 Supp     b'+1:lemma:\xc2\xb5m'
3.308999 Temp     b'-1:lemma:sample'
3.277763 Technique b'lemma:chipseq'
3.240649 Gversion b'-1:lemma:nc'
3.124383 Gtype    b'lemma[:1]:\xce\xb4'
3.090861 O        b'-1:lemma:Aerobic'
3.008868 O        b'lemma:3'
3.008868 O        b'lemma[:2]:3'
3.007173 O        b'+1:lemma:pq'
3.000180 O        b'+1:lemma:od600'
3.000100 Gtype    b'lemma[:2]:cr'
2.948508 OD       b'+1:lemma:stationary'
2.947897 O        b'-1:lemma:0.3-0.35'
2.947877 O        b'lemma:2'
2.947877 O        b'lemma[:2]:2'
2.932527 Gtype    b'lemma:fnr8myc'
2.885967 Supp     b'lemma:fructose'
2.838346 Temp     b'lemma[:1]:3'
2.804560 Supp     b'+1:lemma:2'
2.762138 Med      b'lemma:MOPS'
2.762138 Med      b'lemma[:1]:M'
2.762138 Med      b'lemma[:2]:MO'
2.737960 O        b'-1:lemma:anaerobic'
2.712644 Gtype    b'lemma[:2]:de'
2.710120 Anti     b'+1:lemma:antibody'
2.704453 Supp     b'lemma[:2]:0.'
2.695502 O        b'-1:lemma:0.3'
2.674794 O        b'lemma:_'
2.674794 O        b'lemma[:1]:_'
2.674794 O        b'lemma[:2]:_'
2.661858 Supp     b'-1:lemma:Cra'
2.648028 Anti     b'lemma[:2]:an'
2.616030 Supp     b'lemma:nitrate'
2.616030 Supp     b'lemma[:2]:ni'
2.599686 Technique b'-1:lemma:input'
2.597924 Med      b'lemma[:1]:L'
2.576426 Gtype    b'-1:lemma:rpob'
2.565057 Gtype    b'lemma:type'
2.565057 Gtype    b'lemma[:2]:ty'
2.560359 pH       b'lemma:ph5'
2.560359 pH       b'+1:lemma:.5'
2.509084 O        b'lemma:delta'
2.478623 Gtype    b'lemma[:1]:W'
2.469353 O        b'+1:postag:RB'
2.432106 Gtype    b'lemma:nsrr'
2.432106 Gtype    b'lemma[:2]:ns'
2.399084 Temp     b'-1:lemma:\xcf\x8332'
2.385698 Gversion b'lemma:nc'
2.385698 Gversion b'lemma[:2]:nc'
2.368284 Supp     b'lemma:rifampicin'
2.366613 Gtype    b'lemma:flag-tag'
2.366613 Gtype    b'-1:lemma:c-terminal'
2.365159 O        b'+1:lemma:sparging'
2.361737 Gversion b'lemma[:2]:00'
2.353117 Substrain b'lemma:mg1655'
2.347459 O        b'-1:lemma:lb'
2.343081 Supp     b'lemma[:2]:ri'
2.304781 O        b'lemma:b'
2.304781 O        b'lemma[:2]:b'
2.284446 Gversion b'lemma:chip-seq'
2.229948 Supp     b'lemma:pq'
2.229948 Supp     b'lemma[:2]:pq'
2.222205 Strain   b'lemma:k-12'
2.222205 Strain   b'lemma[:2]:k-'
2.167335 Supp     b'lemma[:1]:I'
2.161918 Gtype    b'+1:lemma:flagtag'
2.159386 Gversion b'lemma:asm584v2'
2.144731 Gversion b'lemma[:2]:as'
2.113656 Supp     b'+1:lemma:_'
2.112060 Supp     b'lemma:acetate'
2.090761 O        b'lemma[:2]:fo'
2.078514 O        b'-1:lemma:glucose'
2.068162 Air      b'lemma[:2]:an'
2.062479 Air      b'lemma[:2]:ae'
2.059001 Strain   b'lemma[:1]:k'
2.056638 Technique b'+1:lemma:chip-exo'
2.052703 O        b'-1:lemma:type'
2.051285 O        b'lemma:\xcf\x8332'
2.051285 O        b'lemma[:1]:\xcf\x83'
2.051285 O        b'lemma[:2]:\xcf\x833'
2.050334 Vess     b'lemma:flask'
2.050334 Vess     b'-1:lemma:warm'
2.032344 Substrain b'lemma[:2]:mg'
2.030892 Vess     b'lemma[:2]:fl'
2.027838 Air      b'-1:lemma:-'
2.024791 Air      b'lemma[:1]:A'
2.015955 Technique b'lemma[:2]:ch'
2.002652 O        b'lemma:a'
2.002652 O        b'lemma[:2]:a'
1.996430 Substrain b'+1:lemma:phtpg'
1.981067 Supp     b'lemma[:1]:1'
1.954710 pH       b'+1:postag:CD'
1.953189 Gtype    b'lemma[:2]:ar'
1.939301 Gtype    b'hGreek'
1.934603 Gtype    b'-1:lemma:_'
1.932040 Med      b'+1:lemma:2.0'
1.930878 O        b'lemma:0.4'
1.909748 Supp     b'-1:lemma:+'
1.867334 O        b'+1:postag:NNP'
1.854658 Supp     b'+1:lemma:hour'
1.852643 Supp     b'lemma[:2]:gl'
1.850156 Supp     b'-1:lemma:with'
1.841046 O        b'postag:IN'
1.841046 O        b'postag[:1]:I'
1.841046 O        b'postag[:2]:IN'
1.840736 Air      b'lemma:Aerobic'
1.840736 Air      b'lemma[:2]:Ae'
1.839093 O        b'lemma[:1]:C'
1.831912 Gtype    b'+1:lemma::'
1.810536 Med      b'lemma:lb'
1.810536 Med      b'lemma[:2]:lb'
1.802382 Gtype    b'-1:lemma:vector'
1.794761 Supp     b'lemma[:1]:\xc2\xb5'
1.793907 O        b'lemma:Custom'
1.793907 O        b'lemma[:2]:Cu'
1.710377 Anti     b'lemma:none'
1.695245 Air      b'lemma[:1]:a'
1.679966 Gtype    b'+1:lemma:with'
1.678353 O        b'postag::'
1.678353 O        b'postag[:1]::'
1.678353 O        b'postag[:2]::'
1.672503 O        b'-1:lemma:l1'
1.660511 O        b'+1:lemma:nacl'
1.634575 Gtype    b'+1:lemma:type'
1.633916 Air      b'-1:lemma:co2'
1.633212 Temp     b'lemma:43'
1.633212 Temp     b'lemma[:2]:43'
1.630422 Technique b'+1:lemma:rna-seq'
1.627467 Supp     b'lemma[:1]:2'
1.617176 Med      b'+1:lemma:g/l'
1.591078 Temp     b'-1:lemma:43'
1.584703 Phase    b'lemma:exponentially'
1.580088 Gtype    b'lemma[:1]:w'
1.569142 Technique b'symb'
1.544136 Med      b'+1:lemma:minimal'
1.543828 Gversion b'lemma:.2'
1.543828 Gversion b'-1:lemma:u00096'
1.543828 Gversion b'lemma[:2]:.2'
1.539233 Technique b'-1:lemma:1'
1.535225 Gtype    b'-1:lemma:Combined'
1.530825 O        b'lemma[:1]:-'
1.529855 Gtype    b'lemma:wt'
1.529855 Gtype    b'lemma[:2]:wt'
1.526054 Med      b'lemma:broth'
1.526054 Med      b'-1:lemma:L'
1.526054 Med      b'lemma[:2]:br'
1.523299 O        b'lemma:chip'
1.508452 Supp     b'lemma:Fe'
1.508452 Supp     b'lemma[:2]:Fe'
1.503882 O        b'+1:lemma:mid-log'
1.496251 Anti     b'-1:lemma::'
1.486906 Supp     b'lemma[:2]:fe'
1.470644 Anti     b'lemma:anti-rpos'
1.462451 Supp     b'lemma:dpd'
1.462451 Supp     b'lemma[:2]:dp'
1.460661 Med      b'+1:lemma:-lrb-'
1.458027 O        b'lemma[:2]:in'
1.451098 pH       b'lemma:.5'
1.451098 pH       b'-1:lemma:ph5'
1.451098 pH       b'lemma[:2]:.5'
1.446735 Med      b'+1:postag:-LRB-'
1.442566 O        b'+1:lemma:ph5'
1.438411 Supp     b'lemma:no3'
1.436805 Supp     b'lemma:iptg'
1.433263 O        b'lemma:.'
1.433263 O        b'postag:.'
1.433263 O        b'postag[:1]:.'
1.433263 O        b'postag[:2]:.'
1.433263 O        b'lemma[:2]:.'
1.423900 O        b'-1:lemma:\xc2\xb0c'
1.418739 Supp     b'lemma:0.1'
1.401196 O        b'lemma:purr'
1.384007 Med      b'+1:lemma:contain'
1.375436 Supp     b'lemma:nh4cl'
1.375436 Supp     b'lemma[:2]:nh'


Top negative:
-0.001541 O        b'+1:lemma:mm'
-0.001854 Gtype    b'postag[:1]:V'
-0.001854 Gtype    b'postag[:2]:VB'
-0.001951 Med      b'-1:postag:IN'
-0.002248 Air      b'lemma:-rrb-'
-0.002552 O        b'+1:lemma:phase'
-0.002974 O        b'lemma[:2]:an'
-0.003066 OD       b'postag[:1]:N'
-0.003066 OD       b'postag[:2]:NN'
-0.003120 O        b'lemma[:2]:de'
-0.004645 Supp     b'lemma:2'
-0.004645 Supp     b'lemma[:2]:2'
-0.004667 Med      b'+1:postag:NNS'
-0.005354 O        b'-1:lemma:from'
-0.006386 Temp     b'postag:NN'
-0.006593 Air      b'-1:postag:-LRB-'
-0.007131 Supp     b'postag:NNS'
-0.007895 O        b'-1:lemma:mid-log'
-0.011115 O        b'+1:lemma:delta'
-0.011562 Agit     b'-1:postag:NN'
-0.011701 Air      b'-1:lemma:-lrb-'
-0.012537 Technique b'postag[:1]:N'
-0.012537 Technique b'postag[:2]:NN'
-0.013175 OD       b'+1:postag:CC'
-0.013422 O        b'-1:lemma:o2'
-0.014314 Air      b'-1:lemma:aerobically'
-0.014690 OD       b'+1:lemma:of'
-0.019165 Air      b'lemma:and'
-0.019727 Air      b'-1:lemma:and'
-0.020299 Gtype    b'lemma[:1]:g'
-0.020563 O        b'-1:lemma:mm'
-0.020740 O        b'+1:lemma:shake'
-0.024009 Supp     b'-1:lemma:for'
-0.028824 Phase    b'-1:postag:NN'
-0.029809 Supp     b'lemma[:1]:t'
-0.031578 Gtype    b'lemma[:1]:,'
-0.032015 Gtype    b'lemma:,'
-0.032015 Gtype    b'postag:,'
-0.032015 Gtype    b'postag[:1]:,'
-0.032015 Gtype    b'postag[:2]:,'
-0.032015 Gtype    b'lemma[:2]:,'
-0.032915 Gversion b'+1:postag:NN'
-0.035323 Air      b'lemma[:1]:o'
-0.039237 O        b'-1:postag:JJ'
-0.040153 Supp     b'+1:postag:IN'
-0.043438 Supp     b'hUpper'
-0.043438 Supp     b'hLower'
-0.046431 O        b'lemma[:1]:d'
-0.048385 O        b'+1:lemma:co2'
-0.051633 Supp     b'+1:lemma:rifampicin'
-0.053267 O        b'+1:lemma:c'
-0.060706 O        b'+1:lemma:until'
-0.062235 pH       b'postag[:1]:N'
-0.062235 pH       b'postag[:2]:NN'
-0.063097 O        b'lemma[:2]:30'
-0.065359 Air      b'-1:postag:RB'
-0.065508 O        b'lemma:phase'
-0.071547 Agit     b'postag[:1]:N'
-0.071547 Agit     b'postag[:2]:NN'
-0.071659 O        b'+1:lemma:or'
-0.072012 O        b'+1:lemma:%'
-0.072345 Gtype    b'-1:postag:NN'
-0.075128 Gtype    b'-1:lemma:,'
-0.075128 Gtype    b'-1:postag:,'
-0.076044 Supp     b'-1:postag:NNP'
-0.076147 O        b'-1:lemma:of'
-0.082454 O        b'-1:lemma:IP'
-0.085284 Supp     b'lemma[:1]:o'
-0.086193 O        b'lemma[:2]:ce'
-0.091551 O        b'lemma[:2]:fe'
-0.091759 O        b'+1:lemma:+'
-0.095917 O        b'lemma:co2'
-0.101416 O        b'lemma:anaerobically'
-0.101520 Temp     b'hGreek'
-0.111323 O        b'lemma:37'
-0.111323 O        b'lemma[:2]:37'
-0.114466 O        b'-1:lemma:od600'
-0.114596 OD       b'postag:CD'
-0.114596 OD       b'postag[:2]:CD'
-0.117991 Air      b'+1:postag:-LRB-'
-0.119139 O        b'lemma[:2]:mg'
-0.122079 Air      b'+1:lemma:-lrb-'
-0.123263 O        b'-1:lemma:rna'
-0.128253 O        b'-1:postag:VBN'
-0.135604 O        b'+1:lemma:\xc2\xb0c'
-0.137855 Air      b'symb'
-0.144842 Supp     b'postag:CD'
-0.144842 Supp     b'postag[:2]:CD'
-0.147096 Gtype    b'+1:lemma:-rrb-'
-0.154114 Med      b'postag:NN'
-0.155465 Phase    b'postag:JJ'
-0.156939 Med      b'+1:postag:IN'
-0.159442 O        b'-1:lemma:rpob'
-0.159504 Air      b'postag:CC'
-0.159504 Air      b'postag[:2]:CC'
-0.165569 O        b'lemma:anaerobic'
-0.169530 Air      b'+1:postag:JJ'
-0.175033 Anti     b'symb'
-0.207569 Technique b'-1:lemma::'
-0.211170 O        b'-1:lemma:the'
-0.212648 Med      b'postag[:1]:C'
-0.215967 O        b'-1:lemma:grow'
-0.217662 Med      b'+1:postag:NN'
-0.222008 Technique b'postag:NN'
-0.224207 O        b'+1:lemma:-rrb-'
-0.227966 O        b'lemma[:2]:od'
-0.234046 O        b'-1:lemma:-lrb-'
-0.242892 Anti     b'+1:lemma:anti-fur'
-0.243109 O        b'lemma[:2]:me'
-0.257081 O        b'lemma:of'
-0.257081 O        b'lemma[:2]:of'
-0.276390 Phase    b'-1:postag:JJ'
-0.293682 O        b'lemma:wt'
-0.293682 O        b'lemma[:2]:wt'
-0.295413 O        b'+1:postag:IN'
-0.297541 OD       b'+1:postag:CD'
-0.307394 O        b'lemma[:2]:ae'
-0.307787 O        b'-1:lemma:ml'
-0.308022 O        b'lemma[:1]:p'
-0.312845 O        b'-1:lemma:37'
-0.316240 Temp     b'+1:lemma:to'
-0.316240 Temp     b'+1:postag:TO'
-0.318530 Phase    b'-1:lemma:at'
-0.325023 Agit     b'symb'
-0.330260 O        b'lemma:2h'
-0.330260 O        b'-1:lemma:additional'
-0.330260 O        b'lemma[:2]:2h'
-0.331312 Air      b'postag[:1]:N'
-0.331312 Air      b'postag[:2]:NN'
-0.335232 O        b'postag:VBP'
-0.345145 Phase    b'postag[:1]:J'
-0.345145 Phase    b'postag[:2]:JJ'
-0.346773 O        b'lemma[:2]:0.'
-0.347618 Air      b'-1:postag:CC'
-0.356296 O        b'-1:postag:-LRB-'
-0.358625 O        b'+1:lemma:fecl2'
-0.364284 O        b'+1:postag:-RRB-'
-0.380241 Med      b'-1:postag:CD'
-0.399176 O        b'+1:postag:VBG'
-0.399486 O        b'lemma[:2]:gl'
-0.403156 O        b'lemma:20'
-0.442379 O        b'+1:lemma:cell'
-0.447923 Technique b'-1:postag::'
-0.457780 Med      b'-1:postag:NN'
-0.460270 Supp     b'+1:postag:VBN'
-0.472546 O        b'lemma[:1]:L'
-0.491295 O        b'-1:postag:IN'
-0.492050 O        b'lemma[:2]:ri'
-0.496617 Supp     b'postag[:1]:C'
-0.506785 O        b'-1:lemma:ompr'
-0.527743 Supp     b'postag:JJ'
-0.527772 Agit     b'hUpper'
-0.527772 Agit     b'hLower'
-0.536034 Air      b'postag:NN'
-0.546321 Supp     b'postag[:1]:J'
-0.546321 Supp     b'postag[:2]:JJ'
-0.559301 Air      b'-1:lemma:or'
-0.562023 Gtype    b'lemma:delta'
-0.583547 O        b'+1:lemma:.'
-0.583547 O        b'+1:postag:.'
-0.587969 O        b'lemma:mid-log'
-0.616736 O        b'-1:lemma:cra'
-0.626025 Supp     b'lemma[:1]:c'
-0.634232 Med      b'symb'
-0.636392 Supp     b'lemma[:2]:an'
-0.643020 O        b'-1:lemma:nsrr'
-0.651532 O        b'+1:postag:NNS'
-0.679804 Gtype    b'lemma[:1]:m'
-0.686303 O        b'lemma[:1]:0'
-0.688904 O        b'+1:lemma:supplement'
-0.736464 Supp     b'-1:lemma:%'
-0.766132 O        b'+1:lemma:hour'
-0.767111 O        b'lemma:rifampicin'
-0.796135 O        b'+1:lemma:g/l'
-0.812830 O        b'-1:lemma:co2'
-0.838937 Gtype    b'lemma[:1]:c'
-0.841550 O        b'-1:lemma:dissolve'
-0.841550 O        b'+1:lemma:methanol'
-0.856382 O        b'lemma:methanol'
-0.892060 Phase    b'hUpper'
-0.892060 Phase    b'hLower'
-0.975475 O        b'+1:lemma:at'
-0.989308 O        b'lemma[:1]:A'
-1.004723 Anti     b'postag:NNP'
-1.018629 OD       b'+1:postag:NN'
-1.026001 Air      b'-1:postag:JJ'
-1.155732 O        b'-1:postag:VBG'
-1.224739 Gtype    b'lemma[:1]:a'
-1.278104 O        b'-1:postag::'
-1.599751 Supp     b'hGreek'
-1.606260 Supp     b'symb'
-1.617602 O        b'lemma[:1]:\xce\xb4'
-1.739815 OD       b'postag[:1]:-'
-1.843942 O        b'+1:lemma:in'
-1.945645 O        b'+1:lemma:2'
-1.964299 OD       b'lemma[:1]:-'
-2.043167 O        b'-1:lemma:2'
-2.316510 O        b'+1:lemma:1'
-4.221572 O        b'-1:lemma::'
-4.721306 O        b'-1:lemma:_'