Support Vector Classifier accuracy = 88.49765258215963 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 89.67136150234741 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 84.97652582159625 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 85.91549295774648 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 4, gamma = auto
Support Vector Classifier accuracy = 87.32394366197182 %, max_features = 10000, top_words = 10
    C = 4, kernel = linear, degree = 5, gamma = auto
Support Vector Classifier accuracy = 88.02816901408451 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 86.3849765258216 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 85.2112676056338 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 88.73239436619718 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 90.14084507042254 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 79.5774647887324 %, max_features = 10000, top_words = 5
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 88.49765258215963 %, max_features = 10000, top_words = 10
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 89.90610328638498 %, max_features = 10000, top_words = 15
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 92.48826291079813 %, max_features = 10000, top_words = 20
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 93.42723004694837 %, max_features = 10000, top_words = 25
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 93.42723004694837 %, max_features = 10000, top_words = 30
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.83568075117371 %, max_features = 10000, top_words = 35
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.13145539906104 %, max_features = 10000, top_words = 40
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.07042253521126 %, max_features = 10000, top_words = 45
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.13145539906104 %, max_features = 10000, top_words = 50
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.77464788732394 %, max_features = 10000, top_words = 55
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 93.66197183098592 %, max_features = 10000, top_words = 60
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.83568075117371 %, max_features = 10000, top_words = 65
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 70
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.07042253521126 %, max_features = 10000, top_words = 75
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 96.71361502347418 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.13145539906104 %, max_features = 10000, top_words = 85
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 96.24413145539906 %, max_features = 10000, top_words = 90
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.60093896713614 %, max_features = 10000, top_words = 95
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 96.0093896713615 %, max_features = 10000, top_words = 100
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.07042253521126 %, max_features = 10000, top_words = 80
    C = 1, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 80
    C = 2, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.60093896713614 %, max_features = 10000, top_words = 80
    C = 4, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 96.47887323943662 %, max_features = 10000, top_words = 80
    C = 5, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 96.0093896713615 %, max_features = 10000, top_words = 80
    C = 6, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 93.1924882629108 %, max_features = 10000, top_words = 80
    C = 10, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 93.42723004694837 %, max_features = 10000, top_words = 80
    C = 100, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.60093896713614 %, max_features = 10000, top_words = 80
    C = 50, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.77464788732394 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 1, gamma = auto
Support Vector Classifier accuracy = 96.24413145539906 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 2, gamma = auto
Support Vector Classifier accuracy = 96.24413145539906 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.83568075117371 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 4, gamma = auto
Support Vector Classifier accuracy = 96.0093896713615 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 5, gamma = auto
Support Vector Classifier accuracy = 94.60093896713614 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 10, gamma = auto
Support Vector Classifier accuracy = 94.60093896713614 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 15, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 27.93427230046948 %, max_features = 10000, top_words = 80
    C = 3, kernel = rbf, degree = 3, gamma = auto
Support Vector Classifier accuracy = 25.11737089201878 %, max_features = 10000, top_words = 80
    C = 3, kernel = rbf, degree = 3, gamma = auto
Support Vector Classifier accuracy = 27.699530516431924 %, max_features = 10000, top_words = 80
    C = 3, kernel = rbf, degree = 3, gamma = auto
Support Vector Classifier accuracy = 24.647887323943664 %, max_features = 10000, top_words = 80
    C = 3, kernel = rbf, degree = 3, gamma = auto
Support Vector Classifier accuracy = 29.812206572769952 %, max_features = 10000, top_words = 80
    C = 3, kernel = rbf, degree = 3, gamma = auto
Support Vector Classifier accuracy = 29.107981220657276 %, max_features = 10000, top_words = 80
    C = 3, kernel = poly, degree = 3, gamma = auto
Support Vector Classifier accuracy = 29.342723004694836 %, max_features = 10000, top_words = 80
    C = 3, kernel = sigmoid, degree = 3, gamma = auto
Support Vector Classifier accuracy = 93.66197183098592 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 46.478873239436616 %, max_features = 10000, top_words = 80
    C = 0.1, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 82.62910798122066 %, max_features = 10000, top_words = 80
    C = 0.2, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 88.96713615023474 %, max_features = 10000, top_words = 80
    C = 0.3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 93.66197183098592 %, max_features = 10000, top_words = 80
    C = 0.4, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.36619718309859 %, max_features = 10000, top_words = 80
    C = 0.5, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 92.95774647887323 %, max_features = 10000, top_words = 80
    C = 0.6, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 80
    C = 0.7, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 80
    C = 0.8, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.13145539906104 %, max_features = 10000, top_words = 80
    C = 0.9, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.83568075117371 %, max_features = 10000, top_words = 80
    C = 1.0, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 80
    C = 1.5, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.53990610328638 %, max_features = 10000, top_words = 80
    C = 3.0, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 96.0093896713615 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 96.24413145539906 %, max_features = 10000, top_words = 80
    C = 10.0, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 96.0093896713615 %, max_features = 10000, top_words = 80
    C = 18.0, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 93.66197183098592 %, max_features = 10000, top_words = 80
    C = 40.0, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.36619718309859 %, max_features = 10000, top_words = 80
    C = 36.0, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 92.72300469483568 %, max_features = 10000, top_words = 80
    C = 80.0, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.77464788732394 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 96.24413145539906 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.36619718309859 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.07042253521126 %, max_features = 10000, top_words = 250
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.30516431924883 %, max_features = 10000, top_words = 250
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.53990610328638 %, max_features = 10000, top_words = 75
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 95.28301886792453 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 98.25072886297376 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
Support Vector Classifier accuracy = 94.58823529411765 %, max_features = 10000, top_words = 80
    C = 3, kernel = linear, degree = 3, gamma = auto
