
****For file ewt ****
KL Divergence: -0.03610430553454418
Perplexity: 3.1783678007876905
Starting Decision Tree Classification
Cross Validation Score 0.8445764379588779
Decision Tree Accraucy: 0.7716369142492827
Time Elasped: 1 mins : 28 secs
Starting Naive Bayes Classification
Cross Validation Score 0.8297891382291327
Naive Bayes Accraucy: 0.7695250239081926
Time Elasped: 0 mins : 7 secs
Starting Neural Network Classification
Cross Validation Score 0.8791021522502729
Neural Network Accraucy: 0.8110854319413452
Time Elasped: 3 mins : 22 secs


****For file gum ****
KL Divergence: -0.017014493537722965
Perplexity: 1.644781207656184
Starting Decision Tree Classification
Cross Validation Score 0.8200548267589023
Decision Tree Accraucy: 0.8032417829806393
Time Elasped: 1 mins : 36 secs
Starting Naive Bayes Classification
Cross Validation Score 0.8043735361376239
Naive Bayes Accraucy: 0.7958877382560409
Time Elasped: 0 mins : 6 secs
Starting Neural Network Classification
Cross Validation Score 0.8682805345238012
Neural Network Accraucy: 0.8540447245985292
Time Elasped: 3 mins : 9 secs


****For file lines ****
KL Divergence: -0.028478234299487332
Perplexity: 2.378209497814981
Starting Decision Tree Classification
Cross Validation Score 0.8356214372967489
Decision Tree Accraucy: 0.7970940280355886
Time Elasped: 1 mins : 16 secs
Starting Naive Bayes Classification
Cross Validation Score 0.8355368919830344
Naive Bayes Accraucy: 0.8041349292709467
Time Elasped: 0 mins : 5 secs
Starting Neural Network Classification
Cross Validation Score 0.8682361206212573
Neural Network Accraucy: 0.844716123663829
Time Elasped: 2 mins : 25 secs


****For file partut ****
KL Divergence: -0.03529044546032234
Perplexity: 2.268245477938207
Starting Decision Tree Classification
Cross Validation Score 0.8470502274538071
Decision Tree Accraucy: 0.8410693301997649
Time Elasped: 1 mins : 14 secs
Starting Naive Bayes Classification
Cross Validation Score 0.8473499429119042
Naive Bayes Accraucy: 0.8404817861339601
Time Elasped: 0 mins : 4 secs
Starting Neural Network Classification
Cross Validation Score 0.8814482104185718
Neural Network Accraucy: 0.881316098707403
Time Elasped: 3 mins : 2 secs

