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iteration clf__alpha clf__l1_ratio clf__n_iter kbest__percentile vec__max_df vec__min_df vec__ngram_range vec__sublinear_tf scores_10_fold_cv
1 7.25E-05 0.336270505 50 82.27301986 0.735947788 3 (1, 2) FALSE 0.960482263
2 6.30E-09 0.37843771 30 86.72507878 0.911915655 3 (1, 1) FALSE 0.941167238
3 1.30E-06 0.552856014 20 91.44961919 0.879072854 1 (1, 1) FALSE 0.944312815
4 8.30E-09 0.67528267 60 79.39928573 0.976892369 1 (1, 2) FALSE 0.955767757
5 9.38E-09 0.352865904 40 89.80752129 0.745593469 2 (1, 2) FALSE 0.952943426
6 8.72E-09 0.810235899 70 79.0507637 0.957146404 2 (1, 1) TRUE 0.942854385
7 4.33E-05 0.313056485 65 68.44141073 0.966724459 2 (1, 3) FALSE 0.962019109
8 5.26E-07 0.782247739 25 75.52130623 0.979398074 1 (1, 3) FALSE 0.954166132
9 5.40E-06 0.026911938 50 51.31854159 0.944261531 2 (1, 2) TRUE 0.96352062
10 1.30E-08 0.667286425 35 72.68888462 0.867803917 2 (1, 1) TRUE 0.942747309
11 6.00E-06 0.037013927 70 56.85808957 0.957543511 1 (1, 1) TRUE 0.950595544
12 1.04E-06 0.031092397 20 81.42263805 0.854318285 3 (1, 1) TRUE 0.941690497
13 1.78E-07 0.827080977 20 81.10788334 0.71394579 2 (1, 3) FALSE 0.95269978
14 2.34E-06 0.407279049 75 69.50523096 0.955683462 2 (1, 3) FALSE 0.958440918
15 3.49E-09 0.74730903 75 70.50362864 0.723668983 3 (1, 3) FALSE 0.953113142
16 3.67E-08 0.817222613 45 52.66612066 0.776523512 2 (1, 3) FALSE 0.95192007
17 2.98E-09 0.640332779 25 79.19076039 0.985823147 1 (1, 2) TRUE 0.954928741
18 1.77E-06 0.431648571 60 70.21895672 0.796868039 1 (1, 3) TRUE 0.962303825
19 4.81E-09 0.174439238 25 92.62207748 0.716809443 1 (1, 1) TRUE 0.944409869
20 2.00E-06 0.831178002 25 55.16778985 0.882211362 1 (1, 2) FALSE 0.952673621
21 1.89E-05 0.966092931 50 61.95469579 0.801656405 2 (1, 2) TRUE 0.948531843
22 1.40E-05 0.173705161 60 97.55932678 0.819121353 1 (1, 3) TRUE 0.964280396
23 1.09E-05 0.160940851 55 99.6396914 0.830800061 2 (1, 2) TRUE 0.962551031
24 1.49E-07 0.15534782 50 62.81964849 0.91308626 1 (1, 2) TRUE 0.955032743
25 2.93E-05 0.244119701 60 63.38874926 0.829487876 2 (1, 3) TRUE 0.963562071
26 3.60E-05 0.231586381 60 64.52342375 0.837896727 1 (1, 3) TRUE 0.96232593
27 8.55E-05 0.26603164 60 97.39030288 0.766500031 3 (1, 3) TRUE 0.961416409
28 1.93E-05 0.099277137 60 59.51420821 0.821786681 2 (1, 3) TRUE 0.965174338
29 7.14E-05 0.095928865 35 57.40478807 0.808464811 3 (1, 3) TRUE 0.964569978
30 8.58E-05 0.079769563 35 57.95894444 0.755191714 3 (1, 3) TRUE 0.96464696
31 9.78E-05 0.082502009 35 60.60907516 0.754552418 3 (1, 3) TRUE 0.964262122
32 5.14E-06 0.501371037 30 50.62062871 0.780845284 3 (1, 3) TRUE 0.956460339
33 7.57E-08 0.094829903 35 66.14952486 0.900923787 3 (1, 3) TRUE 0.953298156
34 1.51E-09 0.541189306 45 58.71239259 0.70510113 3 (1, 3) TRUE 0.953342243
35 5.69E-07 0.995931953 40 54.14461341 0.786427085 3 (1, 3) TRUE 0.951249139
36 5.12E-05 0.303109251 65 75.45721439 0.732418856 3 (1, 3) TRUE 0.962112323
37 8.99E-06 0.375348142 55 66.59135071 0.747162092 2 (1, 1) TRUE 0.948902125
38 2.10E-05 0.436066617 30 85.32649996 0.75895024 3 (1, 3) TRUE 0.959880984
39 3.32E-06 0.001246726 40 50.0331755 0.851372598 2 (1, 3) TRUE 0.963699667
40 7.83E-07 0.605869841 70 59.83310089 0.913424512 2 (1, 1) FALSE 0.941311501
41 3.40E-07 0.216400033 35 72.52645011 0.932720521 3 (1, 3) TRUE 0.953657914
42 2.21E-08 0.315720585 65 53.73813045 0.876843036 2 (1, 3) TRUE 0.954944263
43 3.60E-06 0.904589063 20 55.98861915 0.737436154 3 (1, 1) FALSE 0.935760306
44 5.38E-05 0.002390299 75 84.61936567 0.863571102 2 (1, 2) TRUE 0.966193245
45 8.17E-06 0.126912795 75 84.58684524 0.895130383 2 (1, 2) TRUE 0.96348233
46 2.20E-05 0.040431387 45 88.00781257 0.865056367 2 (1, 2) FALSE 0.964732462
47 5.51E-05 0.720430951 75 94.38635093 0.815333035 2 (1, 2) TRUE 0.957264642
48 1.03E-06 0.289659876 75 76.79524536 0.92814855 2 (1, 2) FALSE 0.956022801
49 2.77E-07 0.009463593 75 89.54887781 0.864557406 2 (1, 2) TRUE 0.954640749
50 3.81E-06 0.341685143 70 77.28501265 0.839950961 2 (1, 2) TRUE 0.960581679
51 6.91E-08 0.492548998 60 83.0152419 0.997174874 2 (1, 2) FALSE 0.952558303
52 1.53E-05 0.205277914 30 71.7837403 0.887683494 2 (1, 1) TRUE 0.951490577
53 2.62E-05 0.053658493 55 92.294729 0.846269564 2 (1, 2) TRUE 0.964572506
54 1.68E-06 0.124955257 20 80.8156144 0.792516421 2 (1, 2) FALSE 0.955421881
55 6.46E-06 0.001201661 50 88.14962315 0.822708325 2 (1, 1) TRUE 0.948434712
56 3.95E-05 0.610696455 75 74.22670357 0.929834435 1 (1, 2) TRUE 0.958943956
57 2.62E-06 0.414949146 60 67.77857691 0.970564138 2 (1, 2) TRUE 0.958765591
58 1.37E-05 0.196891864 25 78.54812716 0.804064937 2 (1, 1) FALSE 0.951273948
59 1.27E-06 0.267534435 60 82.36949856 0.772568448 1 (1, 2) TRUE 0.963093011
60 1.32E-07 0.459363288 40 95.79267457 0.874368698 2 (1, 2) TRUE 0.954347721
61 6.16E-05 0.136860749 75 90.49498036 0.950374462 2 (1, 1) TRUE 0.958554761
62 1.25E-09 0.386027216 45 85.74437192 0.901514537 1 (1, 2) FALSE 0.954195206
63 4.18E-07 0.049029461 65 74.0714771 0.810218924 2 (1, 3) TRUE 0.956760183
64 9.60E-05 0.55189393 70 99.73695299 0.856731235 2 (1, 3) TRUE 0.955938466
65 2.30E-07 0.914432124 50 64.88533889 0.83013495 1 (1, 2) TRUE 0.95314474
66 3.28E-05 0.037222207 45 88.82927342 0.864236334 2 (1, 2) FALSE 0.964748849
67 3.24E-05 0.062668208 45 94.28795636 0.882589674 2 (1, 2) FALSE 0.964230749
68 1.09E-05 0.178782219 45 87.0058375 0.841802607 2 (1, 2) FALSE 0.962286356
69 6.20E-06 0.109244385 45 80.15754517 0.859104659 2 (1, 2) FALSE 0.962254145
70 4.38E-05 0.001999941 55 97.62646004 0.907932196 2 (1, 2) FALSE 0.965350838
71 7.37E-05 0.243962709 55 83.78290835 0.940312221 2 (1, 2) FALSE 0.961419976
72 4.63E-05 0.08439181 55 97.55787308 0.919127843 2 (1, 2) FALSE 0.964124518
73 1.85E-05 0.013371709 55 92.36409351 0.897776802 2 (1, 2) FALSE 0.964602545
74 1.13E-05 0.16059216 55 69.03819269 0.982131157 2 (1, 3) FALSE 0.963119659
75 9.94E-05 0.068970386 60 71.0115361 0.888516941 2 (1, 3) FALSE 0.9634448
76 4.54E-06 0.116119037 25 52.26283464 0.959914791 2 (1, 2) FALSE 0.961256945
77 7.44E-07 0.362809291 40 90.77011631 0.909570917 2 (1, 3) TRUE 0.954277712
78 1.98E-08 0.707620108 20 95.45580029 0.920364129 1 (1, 1) FALSE 0.943789467
79 7.71E-06 0.783229683 30 98.39927493 0.792750684 2 (1, 2) TRUE 0.950834485
80 2.58E-05 0.261809553 75 76.9233265 0.825215397 2 (1, 3) TRUE 0.963046521
81 2.35E-06 0.148420942 55 86.4895277 0.996759491 2 (1, 2) FALSE 0.961301045
82 1.83E-05 0.026078056 65 62.05126831 0.907927187 3 (1, 2) TRUE 0.963674456
83 6.61E-05 0.000796975 60 93.82179467 0.940578808 2 (1, 3) TRUE 0.966011074
84 5.96E-09 0.220013815 60 93.99252661 0.940869163 1 (1, 1) TRUE 0.944340123
85 6.89E-05 0.183460244 70 96.41418701 0.968393007 2 (1, 3) FALSE 0.962242928
86 5.23E-05 0.310730969 75 98.91435229 0.871962333 2 (1, 2) TRUE 0.961763705
87 2.20E-09 0.022435551 50 91.24479783 0.975313904 2 (1, 3) TRUE 0.955182906
88 4.25E-05 0.274581246 35 93.24421572 0.952602552 3 (1, 2) FALSE 0.960887935
89 2.96E-06 0.000623713 55 89.36780578 0.946047924 2 (1, 2) TRUE 0.964302911
90 4.39E-08 0.323370757 25 81.54262155 0.963643118 1 (1, 1) TRUE 0.94644887
91 4.67E-06 0.100949918 30 83.92431563 0.933819584 2 (1, 3) FALSE 0.962891771
92 9.93E-06 0.847624803 20 87.57404954 0.903969869 2 (1, 2) TRUE 0.947910526
93 1.39E-05 0.528438089 60 78.26352426 0.922688046 3 (1, 3) TRUE 0.958626949
94 1.70E-06 0.656303469 75 96.38995873 0.993300786 2 (1, 2) FALSE 0.953768167
95 9.38E-09 0.234624177 40 85.54369442 0.987049621 2 (1, 1) TRUE 0.941881219
96 1.00E-04 0.584345574 65 99.85229681 0.893395238 1 (1, 2) TRUE 0.952726611
97 2.74E-05 0.07680132 60 93.52677755 0.881987449 2 (1, 3) FALSE 0.963802657
98 1.28E-06 0.13686991 55 90.03814703 0.89158447 3 (1, 2) TRUE 0.957244676
99 1.15E-07 0.470930994 75 95.24470593 0.848809353 2 (1, 3) FALSE 0.954108098
100 8.42E-05 0.049195831 70 79.96891063 0.83511495 2 (1, 2) TRUE 0.964767594
101 6.93E-06 0.194666385 50 88.55104361 0.918108492 1 (1, 1) TRUE 0.950392762
102 3.48E-05 0.400274806 35 83.14546733 0.936506419 2 (1, 2) FALSE 0.96088255
103 9.84E-07 0.000115229 60 96.98439954 0.946303218 2 (1, 3) TRUE 0.960358545
104 5.35E-07 0.343989888 55 91.31184172 0.925164822 3 (1, 2) FALSE 0.953288948
105 1.64E-05 0.16062789 30 98.77431089 0.868846737 2 (1, 3) TRUE 0.963349005
106 2.30E-05 0.289664274 25 92.73252272 0.859475187 2 (1, 2) TRUE 0.961689611
107 6.16E-05 0.973917357 20 86.90446071 0.91332684 2 (1, 1) FALSE 0.940879951
108 3.84E-06 0.113620952 75 81.81416797 0.878444013 1 (1, 2) TRUE 0.965099198
109 1.96E-07 0.433665224 40 91.97022174 0.814557314 2 (1, 3) FALSE 0.953835607
110 1.23E-05 0.063088626 65 84.65880243 0.958888402 3 (1, 2) TRUE 0.962746329
111 2.07E-06 0.027963289 60 94.72670758 0.844156315 2 (1, 3) TRUE 0.964029083
112 4.20E-05 0.22407862 55 98.15087303 0.886180858 2 (1, 2) FALSE 0.962582743
113 7.92E-05 0.089956185 75 74.31855478 0.974851893 2 (1, 1) TRUE 0.959787553
114 5.47E-06 0.688015565 50 86.36194024 0.852793756 1 (1, 2) FALSE 0.957360015
115 8.89E-06 0.141683777 35 75.98996063 0.904628369 2 (1, 3) TRUE 0.963412799
116 5.48E-05 0.205009365 70 73.14511967 0.89589254 2 (1, 2) TRUE 0.962976129
117 2.03E-08 0.183490432 60 89.49956117 0.987289346 3 (1, 3) FALSE 0.953071776
118 6.35E-08 0.879432125 55 82.52672148 0.937024539 2 (1, 2) TRUE 0.953435375
119 2.70E-05 0.245459914 25 78.95128169 0.83488328 2 (1, 1) FALSE 0.954952455
120 6.96E-07 0.521875656 30 80.79374144 0.803320839 1 (1, 2) TRUE 0.954765087
121 4.13E-07 0.789903875 20 78.01487484 0.929092267 2 (1, 3) TRUE 0.953517316
122 2.90E-08 0.756030634 75 88.05211799 0.702241075 2 (1, 2) FALSE 0.954276292
123 1.21E-08 0.0467635 40 84.77067096 0.783404851 3 (1, 3) TRUE 0.953351519
124 3.61E-05 0.001190651 65 95.96565552 0.954517077 2 (1, 2) FALSE 0.964993139
125 1.96E-05 0.123612039 45 97.55386592 0.964888496 2 (1, 1) TRUE 0.953408632
126 1.53E-06 0.61240536 60 90.09883539 0.872420823 1 (1, 2) TRUE 0.956053892
127 4.88E-05 0.375386475 55 93.72097658 0.762954698 2 (1, 3) FALSE 0.960969985
128 7.99E-06 0.289739147 75 99.69602928 0.915042057 2 (1, 2) TRUE 0.960701324
129 2.81E-06 0.329932547 70 91.54347676 0.863562159 3 (1, 3) FALSE 0.957856016
130 9.20E-08 0.454770224 50 99.9641499 0.947552082 2 (1, 2) TRUE 0.955354482
131 3.12E-09 0.069024204 35 83.69673017 0.828796773 2 (1, 2) TRUE 0.955514057
132 6.60E-05 0.171006666 60 95.18880245 0.89924278 1 (1, 1) FALSE 0.957842382
133 4.12E-06 0.027703303 55 87.46663308 0.715412361 2 (1, 3) TRUE 0.964543382
134 1.11E-05 0.567181256 30 67.20823224 0.907846216 2 (1, 2) FALSE 0.957832779
135 9.98E-05 0.0964132 25 69.94062438 0.981518906 2 (1, 3) TRUE 0.963257757
136 1.56E-05 0.937177636 75 86.10085614 0.875901523 3 (1, 2) TRUE 0.944531576
137 5.71E-06 0.145750589 20 75.664693 0.941209617 2 (1, 2) FALSE 0.960869496
138 3.38E-07 0.000709336 45 89.05999138 0.819900252 1 (1, 1) TRUE 0.944513247
139 9.78E-07 0.502711781 40 79.97333109 0.72457156 2 (1, 3) FALSE 0.953825302
140 2.11E-05 0.261282214 65 90.76753643 0.797912086 2 (1, 2) TRUE 0.962454836
141 3.44E-05 0.350034757 60 93.21999447 0.884938863 3 (1, 3) TRUE 0.961388286
142 3.17E-06 0.401372008 55 99.1283201 0.853963792 2 (1, 2) FALSE 0.957178638
143 7.91E-05 0.079766448 75 92.05246549 0.974016454 2 (1, 2) TRUE 0.964270545
144 4.41E-09 0.108951867 70 94.48186387 0.923579531 1 (1, 1) FALSE 0.944001364
145 9.95E-05 0.016861775 35 65.12363499 0.999456934 2 (1, 3) TRUE 0.965118557
146 2.67E-05 0.05230838 60 58.85106601 0.771173811 2 (1, 3) TRUE 0.965855081
147 2.79E-05 0.051267413 60 61.29416912 0.743936471 2 (1, 3) TRUE 0.966372888
148 1.31E-05 0.046129575 60 56.09254603 0.774745961 2 (1, 3) TRUE 0.965266964
149 5.62E-05 0.063394349 60 61.14144859 0.708861657 2 (1, 3) TRUE 0.965509033
150 2.45E-05 0.168753663 60 62.9590777 0.750139328 2 (1, 3) TRUE 0.964254581
151 3.15E-05 0.20874439 60 58.42487681 0.728339126 2 (1, 3) TRUE 0.96402245
152 9.30E-06 0.126650535 60 54.63008895 0.736126307 2 (1, 3) TRUE 0.964324088
153 4.52E-05 0.034082764 60 52.89310824 0.765169835 2 (1, 3) TRUE 0.96618398
154 6.98E-05 0.018537112 60 50.89540481 0.789734238 2 (1, 3) TRUE 0.966058448
155 4.21E-05 0.023140703 60 52.30354082 0.740196498 2 (1, 3) TRUE 0.966562003
156 4.44E-05 0.192759754 60 52.30134279 0.740851352 2 (1, 3) TRUE 0.964121114
157 2.08E-05 0.089805515 60 50.24494181 0.757540118 2 (1, 3) TRUE 0.964809406
158 6.34E-06 0.24378135 60 52.98672267 0.708800507 2 (1, 3) TRUE 0.962243513
159 1.60E-05 0.144253299 60 56.94786738 0.719856996 2 (1, 3) TRUE 0.964590011
160 1.13E-05 0.026171203 60 59.85659346 0.744288955 2 (1, 3) TRUE 0.96539453
161 4.65E-06 0.103496828 50 55.77676002 0.765682819 2 (1, 3) TRUE 0.963201118
162 3.67E-05 0.160982315 25 51.81965011 0.72904079 3 (1, 3) TRUE 0.963955316
163 7.19E-06 0.220082506 75 53.69792482 0.777468593 2 (1, 3) TRUE 0.962592322
164 5.23E-05 0.072332212 30 60.98418708 0.781603468 2 (1, 3) TRUE 0.965297528
165 9.78E-05 0.12526549 20 64.42466165 0.700199563 2 (1, 3) TRUE 0.962869863
166 2.22E-06 0.039989627 60 68.21209377 0.750039729 1 (1, 3) TRUE 0.964269315
167 2.99E-05 0.298653054 40 57.89731428 0.812413645 2 (1, 3) TRUE 0.962876978
168 1.40E-05 0.628626232 45 55.14315368 0.806153372 2 (1, 3) TRUE 0.958420574
169 8.31E-05 0.001536058 65 53.3236653 0.759946243 3 (1, 3) TRUE 0.966385149
170 8.62E-05 0.083411498 65 71.65177732 0.798014819 3 (1, 3) TRUE 0.964421177
171 8.97E-06 0.011062391 65 66.25704681 0.737502067 3 (1, 3) TRUE 0.963011591
172 6.59E-05 0.189981272 65 61.90877163 0.754490544 3 (1, 3) TRUE 0.963759421
173 2.10E-09 0.726570411 65 53.91493538 0.721027245 3 (1, 3) TRUE 0.952713889
174 1.64E-07 0.115778464 65 51.28044754 0.708490744 3 (1, 3) TRUE 0.95375808
175 1.91E-05 0.260282628 65 64.15892303 0.789290931 3 (1, 3) TRUE 0.962150126
176 3.77E-06 0.056501997 65 59.65293049 0.732577216 3 (1, 1) TRUE 0.943189457
177 1.43E-06 0.149047709 75 50.06784899 0.714471617 3 (1, 3) TRUE 0.959235021
178 2.39E-05 0.31781973 70 72.48695804 0.743733659 3 (1, 3) TRUE 0.96190186
179 3.69E-05 0.001498637 50 57.67868668 0.770736843 3 (1, 3) TRUE 0.965821174
180 7.46E-05 0.098739025 35 56.97156381 0.761596824 3 (1, 1) TRUE 0.960170002
181 6.48E-07 0.418357801 75 55.35043103 0.752265876 3 (1, 3) TRUE 0.952067824
182 9.96E-05 0.854112074 25 65.65124883 0.700431677 3 (1, 3) TRUE 0.951819574
183 4.80E-08 0.367670207 30 63.31308098 0.818215027 3 (1, 3) TRUE 0.953461995
184 5.67E-05 0.179310455 20 62.36726663 0.839676099 3 (1, 1) TRUE 0.958786201
185 1.68E-05 0.001818367 65 67.20762216 0.824329425 1 (1, 3) TRUE 0.964057238
186 2.76E-07 0.231538269 40 70.62056943 0.795773792 3 (1, 3) TRUE 0.953064758
187 5.36E-06 0.270328145 45 56.14494358 0.782548791 1 (1, 3) TRUE 0.964175338
188 2.66E-06 0.136275992 75 60.52700691 0.723789967 3 (1, 3) TRUE 0.960475895
189 1.14E-05 0.057433515 70 54.76228375 0.807922381 3 (1, 1) TRUE 0.950124054
190 4.25E-07 0.475243921 65 69.21624981 0.758620035 1 (1, 3) TRUE 0.957353593
191 2.84E-05 0.032993414 50 50.16812891 0.73961902 3 (1, 3) TRUE 0.965600767
192 8.99E-07 0.07681058 35 77.57151997 0.831638618 3 (1, 3) TRUE 0.954829738
193 1.91E-06 0.20945924 75 53.27559571 0.729954638 2 (1, 3) TRUE 0.961929925
194 4.20E-05 0.674688566 25 51.7701916 0.771653699 1 (1, 1) TRUE 0.953996909
195 8.36E-05 0.159722588 20 54.12477458 0.747314645 2 (1, 3) TRUE 0.962655607
196 5.00E-05 0.999964763 30 58.30417451 0.714976196 2 (1, 3) TRUE 0.953924235
197 8.89E-06 0.098624401 40 74.4164494 0.778952651 3 (1, 3) TRUE 0.962003044
198 6.75E-06 0.040468834 45 60.04371015 0.787767156 2 (1, 2) TRUE 0.963717739
199 1.61E-05 0.000845641 65 58.92468557 0.849740676 2 (1, 3) TRUE 0.965938659
200 1.18E-06 0.115166545 75 76.47945833 0.80123386 1 (1, 1) TRUE 0.948547462
201 1.57E-08 0.28667944 70 51.56466151 0.86538401 2 (1, 3) TRUE 0.95172101
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