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results.txt
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Top 10 features ranked:
1) Standard deviation of word lengths
2) Average word length
3) Words occurring once
4) Frequency of word "custom"
5) Frequency of word "you"
6) Lexical richness (distinct words used)
7) Frequency of word "languag"
8) Frequency of word "learn"
9) Frequency of word "experi"
10) Frequency of word "charact"
Accuracy data for 1-100 features selected
SVM: [0.391304347826087, 0.4855072463768116, 0.5217391304347826, 0.5869565217391305, 0.6231884057971014, 0.6884057971014492, 0.7101449275362319, 0.6811594202898551, 0.7028985507246377, 0.7318840579710145, 0.7391304347826086, 0.7536231884057971, 0.7608695652173914, 0.7536231884057971, 0.7608695652173914, 0.7681159420289855, 0.7608695652173914, 0.782608695652174, 0.7898550724637681, 0.7898550724637681, 0.7971014492753623, 0.7971014492753623, 0.7971014492753623, 0.8043478260869565, 0.7971014492753623, 0.7971014492753623, 0.7681159420289855, 0.7971014492753623, 0.7898550724637681, 0.7898550724637681, 0.7898550724637681, 0.782608695652174, 0.7753623188405797, 0.7753623188405797, 0.782608695652174, 0.782608695652174, 0.7753623188405797, 0.7753623188405797, 0.782608695652174, 0.7898550724637681, 0.782608695652174, 0.7898550724637681, 0.782608695652174, 0.782608695652174, 0.782608695652174, 0.8115942028985508, 0.7971014492753623, 0.7971014492753623, 0.782608695652174, 0.7898550724637681, 0.7971014492753623, 0.8043478260869565, 0.8043478260869565, 0.8043478260869565, 0.7971014492753623, 0.7898550724637681, 0.7971014492753623, 0.8043478260869565, 0.7971014492753623, 0.7971014492753623, 0.8043478260869565, 0.8115942028985508, 0.8115942028985508, 0.8115942028985508, 0.8260869565217391, 0.8260869565217391, 0.8405797101449275, 0.8333333333333334, 0.8405797101449275, 0.8405797101449275, 0.8478260869565217, 0.8478260869565217, 0.8478260869565217, 0.8478260869565217, 0.855072463768116, 0.855072463768116, 0.8478260869565217, 0.8478260869565217, 0.855072463768116, 0.8623188405797102, 0.8405797101449275, 0.8405797101449275, 0.8405797101449275, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.855072463768116, 0.8623188405797102, 0.8695652173913043]
KNN: [0.4420289855072464, 0.4927536231884058, 0.5434782608695652, 0.572463768115942, 0.5652173913043478, 0.6014492753623188, 0.6014492753623188, 0.6159420289855072, 0.6304347826086957, 0.6304347826086957, 0.6231884057971014, 0.6159420289855072, 0.6159420289855072, 0.6159420289855072, 0.6159420289855072, 0.6159420289855072, 0.6304347826086957, 0.6231884057971014, 0.6304347826086957, 0.6304347826086957, 0.6304347826086957, 0.6304347826086957, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.644927536231884, 0.644927536231884, 0.644927536231884, 0.644927536231884, 0.644927536231884, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6376811594202898, 0.6304347826086957, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6304347826086957, 0.6304347826086957, 0.6304347826086957, 0.6304347826086957, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6304347826086957, 0.6304347826086957, 0.6304347826086957, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014, 0.6231884057971014]
DTree: [0.427536231884058, 0.463768115942029, 0.5072463768115942, 0.4927536231884058, 0.5434782608695652, 0.5869565217391305, 0.6159420289855072, 0.6521739130434783, 0.6376811594202898, 0.6304347826086957, 0.6956521739130435, 0.7101449275362319, 0.7028985507246377, 0.7463768115942029, 0.7753623188405797, 0.7971014492753623, 0.8043478260869565, 0.8115942028985508, 0.7971014492753623, 0.8188405797101449, 0.8115942028985508, 0.8043478260869565, 0.8260869565217391, 0.7608695652173914, 0.7753623188405797, 0.7536231884057971, 0.782608695652174, 0.782608695652174, 0.7391304347826086, 0.7608695652173914, 0.7463768115942029, 0.7391304347826086, 0.7536231884057971, 0.7681159420289855, 0.7753623188405797, 0.7608695652173914, 0.782608695652174, 0.782608695652174, 0.7463768115942029, 0.7608695652173914, 0.7681159420289855, 0.7608695652173914, 0.7608695652173914, 0.7753623188405797, 0.7608695652173914, 0.7681159420289855, 0.7681159420289855, 0.7898550724637681, 0.782608695652174, 0.782608695652174, 0.7753623188405797, 0.7971014492753623, 0.7608695652173914, 0.8188405797101449, 0.8043478260869565, 0.782608695652174, 0.7753623188405797, 0.7971014492753623, 0.7753623188405797, 0.7753623188405797, 0.7463768115942029, 0.8188405797101449, 0.7898550724637681, 0.782608695652174, 0.782608695652174, 0.7971014492753623, 0.8260869565217391, 0.8043478260869565, 0.7753623188405797, 0.8115942028985508, 0.7971014492753623, 0.782608695652174, 0.8188405797101449, 0.8188405797101449, 0.7753623188405797, 0.8260869565217391, 0.8043478260869565, 0.8478260869565217, 0.855072463768116, 0.8405797101449275, 0.8115942028985508, 0.8188405797101449, 0.7898550724637681, 0.8043478260869565, 0.8043478260869565, 0.8115942028985508, 0.8188405797101449, 0.855072463768116, 0.855072463768116, 0.8478260869565217, 0.8478260869565217, 0.8695652173913043, 0.8478260869565217, 0.8478260869565217, 0.8840579710144928, 0.855072463768116, 0.8768115942028986, 0.8623188405797102, 0.8478260869565217, 0.8405797101449275]
RForest: [0.42028985507246375, 0.427536231884058, 0.572463768115942, 0.5797101449275363, 0.6521739130434783, 0.6521739130434783, 0.6811594202898551, 0.6521739130434783, 0.6521739130434783, 0.6521739130434783, 0.6521739130434783, 0.644927536231884, 0.6956521739130435, 0.7463768115942029, 0.782608695652174, 0.7681159420289855, 0.7463768115942029, 0.8478260869565217, 0.782608695652174, 0.8478260869565217, 0.7898550724637681, 0.8333333333333334, 0.7898550724637681, 0.8260869565217391, 0.782608695652174, 0.7898550724637681, 0.7971014492753623, 0.7898550724637681, 0.7898550724637681, 0.7971014492753623, 0.7681159420289855, 0.8043478260869565, 0.8115942028985508, 0.8043478260869565, 0.782608695652174, 0.8188405797101449, 0.8115942028985508, 0.8478260869565217, 0.782608695652174, 0.8260869565217391, 0.7971014492753623, 0.782608695652174, 0.8115942028985508, 0.782608695652174, 0.7898550724637681, 0.8188405797101449, 0.782608695652174, 0.8188405797101449, 0.8333333333333334, 0.8623188405797102, 0.7971014492753623, 0.7971014492753623, 0.7971014492753623, 0.8405797101449275, 0.7971014492753623, 0.8043478260869565, 0.7971014492753623, 0.8478260869565217, 0.8188405797101449, 0.8623188405797102, 0.8405797101449275, 0.8260869565217391, 0.8478260869565217, 0.8333333333333334, 0.855072463768116, 0.8115942028985508, 0.8405797101449275, 0.8695652173913043, 0.8695652173913043, 0.8623188405797102, 0.8333333333333334, 0.8478260869565217, 0.8405797101449275, 0.8623188405797102, 0.8768115942028986, 0.7971014492753623, 0.8115942028985508, 0.8478260869565217, 0.8115942028985508, 0.8333333333333334, 0.8405797101449275, 0.855072463768116, 0.8695652173913043, 0.8405797101449275, 0.8913043478260869, 0.8115942028985508, 0.8768115942028986, 0.8840579710144928, 0.8913043478260869, 0.8840579710144928, 0.855072463768116, 0.8405797101449275, 0.8478260869565217, 0.9202898550724637, 0.8405797101449275, 0.8768115942028986, 0.8478260869565217, 0.8913043478260869, 0.8478260869565217, 0.8260869565217391]
NBayes: [0.4420289855072464, 0.5362318840579711, 0.6014492753623188, 0.5869565217391305, 0.6014492753623188, 0.644927536231884, 0.6666666666666666, 0.7028985507246377, 0.6811594202898551, 0.6956521739130435, 0.7028985507246377, 0.7318840579710145, 0.7753623188405797, 0.782608695652174, 0.8115942028985508, 0.7898550724637681, 0.7898550724637681, 0.7898550724637681, 0.8115942028985508, 0.8043478260869565, 0.8115942028985508, 0.7898550724637681, 0.782608695652174, 0.782608695652174, 0.7753623188405797, 0.782608695652174, 0.7898550724637681, 0.782608695652174, 0.7971014492753623, 0.8115942028985508, 0.8043478260869565, 0.8043478260869565, 0.8115942028985508, 0.8043478260869565, 0.782608695652174, 0.7898550724637681, 0.7898550724637681, 0.7971014492753623, 0.8043478260869565, 0.7971014492753623, 0.7898550724637681, 0.7971014492753623, 0.7971014492753623, 0.782608695652174, 0.7971014492753623, 0.8043478260869565, 0.8115942028985508, 0.7898550724637681, 0.7753623188405797, 0.7681159420289855, 0.7608695652173914, 0.7608695652173914, 0.782608695652174, 0.7898550724637681, 0.7898550724637681, 0.7971014492753623, 0.7971014492753623, 0.8115942028985508, 0.8115942028985508, 0.8115942028985508, 0.8115942028985508, 0.8115942028985508, 0.8188405797101449, 0.8260869565217391, 0.8260869565217391, 0.8260869565217391, 0.8333333333333334, 0.8260869565217391, 0.8188405797101449, 0.8115942028985508, 0.8115942028985508, 0.8115942028985508, 0.8043478260869565, 0.8043478260869565, 0.8115942028985508, 0.8043478260869565, 0.8043478260869565, 0.8043478260869565, 0.7971014492753623, 0.8043478260869565, 0.8115942028985508, 0.8043478260869565, 0.7971014492753623, 0.8115942028985508, 0.8115942028985508, 0.8115942028985508, 0.8188405797101449, 0.8115942028985508, 0.8115942028985508, 0.8043478260869565, 0.8043478260869565, 0.8043478260869565, 0.7971014492753623, 0.8115942028985508, 0.8115942028985508, 0.8115942028985508, 0.8115942028985508, 0.8115942028985508, 0.8043478260869565, 0.8115942028985508]
Best results for each classifier:
SVM:
0.8695652173913043 (numFeatures:100)
[[ 0.93548387 0.03225806 0. 0. 0.03225806]
[ 0.19047619 0.71428571 0.04761905 0. 0.04761905]
[ 0. 0. 0.87096774 0.06451613 0.06451613]
[ 0.04166667 0.04166667 0.04166667 0.875 0. ]
[ 0. 0.03225806 0.03225806 0.03225806 0.90322581]]
KNN:
0.644927536231884 (numFeatures:37)
[[ 0.80645161 0. 0.03225806 0.09677419 0.06451613]
[ 0.19047619 0.38095238 0.19047619 0.04761905 0.19047619]
[ 0. 0.06451613 0.70967742 0.03225806 0.19354839]
[ 0.08333333 0.08333333 0. 0.75 0.08333333]
[ 0.12903226 0.09677419 0.22580645 0.03225806 0.51612903]]
DTree:
0.8840579710144928 (numFeatures:95)
[[ 1. 0. 0. 0. 0. ]
[ 0.0952381 0.9047619 0. 0. 0. ]
[ 0. 0. 0.80645161 0.06451613 0.12903226]
[ 0. 0. 0. 0.875 0.125 ]
[ 0. 0. 0.12903226 0.03225806 0.83870968]]
RForest:
0.9202898550724637 (numFeatures:94)
[[ 0.96774194 0.03225806 0. 0. 0. ]
[ 0.04761905 0.95238095 0. 0. 0. ]
[ 0. 0. 0.93548387 0.03225806 0.03225806]
[ 0. 0. 0. 0.95833333 0.04166667]
[ 0. 0. 0.12903226 0.06451613 0.80645161]]
NBayes:
0.8333333333333334 (numFeatures:67)
[[ 0.77419355 0.22580645 0. 0. 0. ]
[ 0.28571429 0.71428571 0. 0. 0. ]
[ 0. 0. 0.83870968 0. 0.16129032]
[ 0. 0. 0. 0.875 0.125 ]
[ 0. 0. 0.03225806 0.03225806 0.93548387]]