K-Nearest Neighbors accuracy = 80.28169014084507 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 80.98591549295774 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 82.86384976525821 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 76.99530516431925 %, max_features = 10000, top_words = 10
    K = 5
K-Nearest Neighbors accuracy = 82.86384976525821 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 80.51643192488262 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 81.45539906103286 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 80.51643192488262 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 79.34272300469483 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 81.92488262910797 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 74.88262910798123 %, max_features = 10000, top_words = 5
    K = 10
K-Nearest Neighbors accuracy = 78.16901408450704 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 82.3943661971831 %, max_features = 10000, top_words = 15
    K = 10
K-Nearest Neighbors accuracy = 83.56807511737088 %, max_features = 10000, top_words = 20
    K = 10
K-Nearest Neighbors accuracy = 86.15023474178403 %, max_features = 10000, top_words = 25
    K = 10
K-Nearest Neighbors accuracy = 83.33333333333334 %, max_features = 10000, top_words = 30
    K = 10
K-Nearest Neighbors accuracy = 82.62910798122066 %, max_features = 10000, top_words = 35
    K = 10
K-Nearest Neighbors accuracy = 83.33333333333334 %, max_features = 10000, top_words = 40
    K = 10
K-Nearest Neighbors accuracy = 84.50704225352112 %, max_features = 10000, top_words = 45
    K = 10
K-Nearest Neighbors accuracy = 86.61971830985915 %, max_features = 10000, top_words = 50
    K = 10
K-Nearest Neighbors accuracy = 85.68075117370893 %, max_features = 10000, top_words = 55
    K = 10
K-Nearest Neighbors accuracy = 83.80281690140845 %, max_features = 10000, top_words = 60
    K = 10
K-Nearest Neighbors accuracy = 84.50704225352112 %, max_features = 10000, top_words = 65
    K = 10
K-Nearest Neighbors accuracy = 87.32394366197182 %, max_features = 10000, top_words = 70
    K = 10
K-Nearest Neighbors accuracy = 87.55868544600939 %, max_features = 10000, top_words = 75
    K = 10
K-Nearest Neighbors accuracy = 83.56807511737088 %, max_features = 10000, top_words = 80
    K = 10
K-Nearest Neighbors accuracy = 84.03755868544602 %, max_features = 10000, top_words = 85
    K = 10
K-Nearest Neighbors accuracy = 84.27230046948357 %, max_features = 10000, top_words = 90
    K = 10
K-Nearest Neighbors accuracy = 87.55868544600939 %, max_features = 10000, top_words = 95
    K = 10
K-Nearest Neighbors accuracy = 86.15023474178403 %, max_features = 10000, top_words = 100
    K = 10
K-Nearest Neighbors accuracy = 87.55868544600939 %, max_features = 10000, top_words = 80
    K = 10
K-Nearest Neighbors accuracy = 87.79342723004694 %, max_features = 10000, top_words = 80
    K = 10
K-Nearest Neighbors accuracy = 81.45539906103286 %, max_features = 10000, top_words = 80
    K = 10
K-Nearest Neighbors accuracy = 24.647887323943664 %, max_features = 10000, top_words = 80
    K = 1
K-Nearest Neighbors accuracy = 21.5962441314554 %, max_features = 10000, top_words = 80
    K = 2
K-Nearest Neighbors accuracy = 50.0 %, max_features = 10000, top_words = 80
    K = 3
K-Nearest Neighbors accuracy = 80.28169014084507 %, max_features = 10000, top_words = 80
    K = 4
K-Nearest Neighbors accuracy = 70.18779342723005 %, max_features = 10000, top_words = 80
    K = 5
K-Nearest Neighbors accuracy = 84.03755868544602 %, max_features = 10000, top_words = 80
    K = 7
K-Nearest Neighbors accuracy = 86.15023474178403 %, max_features = 10000, top_words = 80
    K = 9
K-Nearest Neighbors accuracy = 85.2112676056338 %, max_features = 10000, top_words = 80
    K = 11
K-Nearest Neighbors accuracy = 85.44600938967136 %, max_features = 10000, top_words = 80
    K = 13
K-Nearest Neighbors accuracy = 86.85446009389672 %, max_features = 10000, top_words = 80
    K = 15
K-Nearest Neighbors accuracy = 87.32394366197182 %, max_features = 10000, top_words = 80
    K = 17
K-Nearest Neighbors accuracy = 88.96713615023474 %, max_features = 10000, top_words = 80
    K = 19
K-Nearest Neighbors accuracy = 89.90610328638498 %, max_features = 10000, top_words = 80
    K = 21
K-Nearest Neighbors accuracy = 92.48826291079813 %, max_features = 10000, top_words = 80
    K = 23
K-Nearest Neighbors accuracy = 85.91549295774648 %, max_features = 10000, top_words = 80
    K = 25
K-Nearest Neighbors accuracy = 88.49765258215963 %, max_features = 10000, top_words = 80
    K = 27
K-Nearest Neighbors accuracy = 87.79342723004694 %, max_features = 10000, top_words = 80
    K = 29
K-Nearest Neighbors accuracy = 91.31455399061032 %, max_features = 10000, top_words = 80
    K = 41
K-Nearest Neighbors accuracy = 90.3755868544601 %, max_features = 10000, top_words = 80
    K = 47
K-Nearest Neighbors accuracy = 89.90610328638498 %, max_features = 10000, top_words = 80
    K = 57
K-Nearest Neighbors accuracy = 90.3755868544601 %, max_features = 10000, top_words = 80
    K = 67
K-Nearest Neighbors accuracy = 88.96713615023474 %, max_features = 10000, top_words = 80
    K = 87
K-Nearest Neighbors accuracy = 86.3849765258216 %, max_features = 10000, top_words = 80
    K = 97
K-Nearest Neighbors accuracy = 90.14084507042254 %, max_features = 10000, top_words = 80
    K = 127
K-Nearest Neighbors accuracy = 92.25352112676056 %, max_features = 10000, top_words = 80
    K = 157
K-Nearest Neighbors accuracy = 89.2018779342723 %, max_features = 10000, top_words = 80
    K = 167
K-Nearest Neighbors accuracy = 90.61032863849765 %, max_features = 10000, top_words = 80
    K = 187
K-Nearest Neighbors accuracy = 91.07981220657277 %, max_features = 10000, top_words = 80
    K = 201
K-Nearest Neighbors accuracy = 85.2112676056338 %, max_features = 10000, top_words = 80
    K = 251
K-Nearest Neighbors accuracy = 92.01877934272301 %, max_features = 10000, top_words = 80
    K = 57
K-Nearest Neighbors accuracy = 85.2112676056338 %, max_features = 10000, top_words = 5
    K = 10
K-Nearest Neighbors accuracy = 76.29107981220658 %, max_features = 10000, top_words = 5
    K = 10
K-Nearest Neighbors accuracy = 78.63849765258216 %, max_features = 10000, top_words = 10
    K = 10
K-Nearest Neighbors accuracy = 79.81220657276995 %, max_features = 10000, top_words = 10
    K = 57
K-Nearest Neighbors accuracy = 66.19718309859155 %, max_features = 10000, top_words = 5
    K = 57
K-Nearest Neighbors accuracy = 84.03755868544602 %, max_features = 10000, top_words = 10
    K = 57
K-Nearest Neighbors accuracy = 82.3943661971831 %, max_features = 10000, top_words = 15
    K = 57
K-Nearest Neighbors accuracy = 88.26291079812206 %, max_features = 10000, top_words = 20
    K = 57
K-Nearest Neighbors accuracy = 87.08920187793427 %, max_features = 10000, top_words = 25
    K = 57
K-Nearest Neighbors accuracy = 85.44600938967136 %, max_features = 10000, top_words = 30
    K = 57
K-Nearest Neighbors accuracy = 88.49765258215963 %, max_features = 10000, top_words = 35
    K = 57
K-Nearest Neighbors accuracy = 88.96713615023474 %, max_features = 10000, top_words = 40
    K = 57
K-Nearest Neighbors accuracy = 92.48826291079813 %, max_features = 10000, top_words = 45
    K = 57
K-Nearest Neighbors accuracy = 90.84507042253522 %, max_features = 10000, top_words = 50
    K = 57
K-Nearest Neighbors accuracy = 86.3849765258216 %, max_features = 10000, top_words = 55
    K = 57
K-Nearest Neighbors accuracy = 88.26291079812206 %, max_features = 10000, top_words = 60
    K = 57
K-Nearest Neighbors accuracy = 92.01877934272301 %, max_features = 10000, top_words = 65
    K = 57
K-Nearest Neighbors accuracy = 90.61032863849765 %, max_features = 10000, top_words = 70
    K = 57
K-Nearest Neighbors accuracy = 92.72300469483568 %, max_features = 10000, top_words = 100
    K = 57
K-Nearest Neighbors accuracy = 92.48826291079813 %, max_features = 10000, top_words = 75
    K = 57
K-Nearest Neighbors accuracy = 89.90610328638498 %, max_features = 10000, top_words = 250
    K = 57
K-Nearest Neighbors accuracy = 90.84507042253522 %, max_features = 10000, top_words = 250
    K = 57
K-Nearest Neighbors accuracy = 88.73239436619718 %, max_features = 10000, top_words = 75
    K = 57
K-Nearest Neighbors accuracy = 91.0377358490566 %, max_features = 10000, top_words = 80
    K = 57
K-Nearest Neighbors accuracy = 96.50145772594753 %, max_features = 10000, top_words = 80
    K = 57
K-Nearest Neighbors accuracy = 90.11764705882352 %, max_features = 10000, top_words = 80
    K = 57
