TRAIN: cc TEST: twitter CROSS_TEST: True eng twitter unigrams precision recall f1-score support au 1.00 0.00 0.00 5000 ca 0.90 0.27 0.42 5000 ch 1.00 0.11 0.20 3154 ie 0.94 0.86 0.90 5000 in 0.75 1.00 0.86 5000 my 0.60 1.00 0.75 3255 ng 0.40 1.00 0.57 5000 nz 0.38 0.95 0.54 5000 ph 0.97 0.87 0.92 3537 pk 0.99 0.72 0.83 5000 pt 0.00 0.00 0.00 4262 uk 0.98 0.05 0.10 5000 us 0.38 0.93 0.54 5000 za 0.99 0.17 0.28 5000 avg / total 0.73 0.57 0.49 64208 [[ 11 30 0 43 72 481 222 2082 17 12 24 1 2005 0] [ 0 1373 0 13 57 205 189 1542 16 9 42 2 1551 1] [ 0 61 353 11 96 464 579 737 52 17 236 1 538 9] [ 0 7 0 4312 3 55 15 373 0 0 9 1 225 0] [ 0 0 0 0 5000 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 3243 3 1 0 0 0 0 8 0] [ 0 0 0 0 0 0 4998 0 0 0 0 0 2 0] [ 0 2 0 3 1 35 1 4770 0 0 1 0 187 0] [ 0 2 1 0 10 167 63 12 3093 0 2 0 187 0] [ 0 0 0 1 1302 7 75 0 1 3598 0 0 16 0] [ 0 0 0 0 0 0 4260 0 0 0 0 0 2 0] [ 0 39 0 186 31 392 223 2804 4 0 44 251 1024 2] [ 0 16 0 1 17 41 109 166 9 0 3 0 4638 0] [ 0 3 0 5 53 299 1906 73 5 1 5 0 1825 825]]