Starting cxg2 and twitter (8000, 27693) 8000 {'C': 0.01, 'loss': 'squared_hinge'} STARTING UNMASKING ROUND 1 ara twitter cxg2 1 precision recall f1-score support dz 0.98 0.98 0.98 1923 eg 0.99 0.99 0.99 2246 iq 0.97 0.97 0.97 2155 jo 0.97 0.97 0.97 2038 kw 0.94 0.96 0.95 2173 ru 1.00 1.00 1.00 2846 sy 0.97 0.97 0.97 2156 avg / total 0.98 0.98 0.98 15537 Reducing feature vectors. (62153, 27693) (15537, 27693) (62153, 27681) (15537, 27681) STARTING UNMASKING ROUND 2 ara twitter cxg2 2 precision recall f1-score support dz 0.98 0.98 0.98 1923 eg 0.99 0.99 0.99 2246 iq 0.96 0.97 0.97 2155 jo 0.97 0.96 0.96 2038 kw 0.94 0.95 0.94 2173 ru 1.00 1.00 1.00 2846 sy 0.97 0.96 0.97 2156 avg / total 0.97 0.97 0.97 15537 Reducing feature vectors. (62153, 27681) (15537, 27681) (62153, 27669) (15537, 27669) STARTING UNMASKING ROUND 3 ara twitter cxg2 3 precision recall f1-score support dz 0.98 0.98 0.98 1923 eg 0.98 0.99 0.98 2246 iq 0.96 0.96 0.96 2155 jo 0.97 0.96 0.96 2038 kw 0.94 0.95 0.94 2173 ru 1.00 1.00 1.00 2846 sy 0.97 0.96 0.96 2156 avg / total 0.97 0.97 0.97 15537 Reducing feature vectors. (62153, 27669) (15537, 27669) (62153, 27656) (15537, 27656) STARTING UNMASKING ROUND 4 ara twitter cxg2 4 precision recall f1-score support dz 0.98 0.98 0.98 1923 eg 0.98 0.99 0.98 2246 iq 0.96 0.96 0.96 2155 jo 0.97 0.95 0.96 2038 kw 0.93 0.94 0.94 2173 ru 1.00 1.00 1.00 2846 sy 0.97 0.96 0.96 2156 avg / total 0.97 0.97 0.97 15537 Reducing feature vectors. (62153, 27656) (15537, 27656) (62153, 27644) (15537, 27644) STARTING UNMASKING ROUND 5 ara twitter cxg2 5 precision recall f1-score support dz 0.98 0.98 0.98 1923 eg 0.98 0.98 0.98 2246 iq 0.96 0.96 0.96 2155 jo 0.96 0.95 0.96 2038 kw 0.93 0.93 0.93 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.96 0.96 2156 avg / total 0.97 0.97 0.97 15537 Reducing feature vectors. (62153, 27644) (15537, 27644) (62153, 27631) (15537, 27631) STARTING UNMASKING ROUND 6 ara twitter cxg2 6 precision recall f1-score support dz 0.98 0.98 0.98 1923 eg 0.98 0.98 0.98 2246 iq 0.95 0.96 0.96 2155 jo 0.96 0.95 0.95 2038 kw 0.93 0.93 0.93 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.96 0.96 2156 avg / total 0.97 0.97 0.97 15537 Reducing feature vectors. (62153, 27631) (15537, 27631) (62153, 27617) (15537, 27617) STARTING UNMASKING ROUND 7 ara twitter cxg2 7 precision recall f1-score support dz 0.97 0.98 0.97 1923 eg 0.98 0.98 0.98 2246 iq 0.95 0.96 0.95 2155 jo 0.96 0.95 0.95 2038 kw 0.93 0.93 0.93 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.96 0.96 2156 avg / total 0.97 0.97 0.97 15537 Reducing feature vectors. (62153, 27617) (15537, 27617) (62153, 27605) (15537, 27605) STARTING UNMASKING ROUND 8 ara twitter cxg2 8 precision recall f1-score support dz 0.97 0.98 0.97 1923 eg 0.98 0.98 0.98 2246 iq 0.95 0.96 0.96 2155 jo 0.96 0.95 0.95 2038 kw 0.93 0.93 0.93 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.96 0.96 2156 avg / total 0.97 0.97 0.97 15537 Reducing feature vectors. (62153, 27605) (15537, 27605) (62153, 27592) (15537, 27592) STARTING UNMASKING ROUND 9 ara twitter cxg2 9 precision recall f1-score support dz 0.97 0.97 0.97 1923 eg 0.98 0.98 0.98 2246 iq 0.95 0.96 0.96 2155 jo 0.96 0.95 0.95 2038 kw 0.93 0.93 0.93 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.95 0.96 2156 avg / total 0.97 0.97 0.97 15537 Reducing feature vectors. (62153, 27592) (15537, 27592) (62153, 27579) (15537, 27579) STARTING UNMASKING ROUND 10 ara twitter cxg2 10 precision recall f1-score support dz 0.97 0.97 0.97 1923 eg 0.97 0.98 0.98 2246 iq 0.95 0.96 0.95 2155 jo 0.96 0.94 0.95 2038 kw 0.92 0.93 0.93 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.95 0.96 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27579) (15537, 27579) (62153, 27566) (15537, 27566) STARTING UNMASKING ROUND 11 ara twitter cxg2 11 precision recall f1-score support dz 0.97 0.97 0.97 1923 eg 0.97 0.98 0.98 2246 iq 0.95 0.95 0.95 2155 jo 0.95 0.94 0.94 2038 kw 0.92 0.92 0.92 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.96 0.96 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27566) (15537, 27566) (62153, 27554) (15537, 27554) STARTING UNMASKING ROUND 12 ara twitter cxg2 12 precision recall f1-score support dz 0.97 0.97 0.97 1923 eg 0.97 0.98 0.98 2246 iq 0.94 0.95 0.95 2155 jo 0.95 0.93 0.94 2038 kw 0.92 0.92 0.92 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.95 0.96 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27554) (15537, 27554) (62153, 27542) (15537, 27542) STARTING UNMASKING ROUND 13 ara twitter cxg2 13 precision recall f1-score support dz 0.96 0.97 0.97 1923 eg 0.97 0.98 0.97 2246 iq 0.94 0.95 0.95 2155 jo 0.95 0.93 0.94 2038 kw 0.92 0.92 0.92 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.95 0.96 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27542) (15537, 27542) (62153, 27530) (15537, 27530) STARTING UNMASKING ROUND 14 ara twitter cxg2 14 precision recall f1-score support dz 0.96 0.97 0.97 1923 eg 0.97 0.98 0.97 2246 iq 0.94 0.95 0.95 2155 jo 0.95 0.93 0.94 2038 kw 0.92 0.92 0.92 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.95 0.95 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27530) (15537, 27530) (62153, 27516) (15537, 27516) STARTING UNMASKING ROUND 15 ara twitter cxg2 15 precision recall f1-score support dz 0.97 0.97 0.97 1923 eg 0.97 0.98 0.97 2246 iq 0.94 0.95 0.95 2155 jo 0.95 0.93 0.94 2038 kw 0.92 0.92 0.92 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.95 0.95 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27516) (15537, 27516) (62153, 27504) (15537, 27504) STARTING UNMASKING ROUND 16 ara twitter cxg2 16 precision recall f1-score support dz 0.96 0.97 0.96 1923 eg 0.97 0.97 0.97 2246 iq 0.94 0.95 0.94 2155 jo 0.95 0.93 0.94 2038 kw 0.92 0.92 0.92 2173 ru 1.00 1.00 1.00 2846 sy 0.96 0.95 0.95 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27504) (15537, 27504) (62153, 27491) (15537, 27491) STARTING UNMASKING ROUND 17 ara twitter cxg2 17 precision recall f1-score support dz 0.96 0.97 0.96 1923 eg 0.97 0.98 0.97 2246 iq 0.94 0.95 0.94 2155 jo 0.95 0.93 0.94 2038 kw 0.92 0.92 0.92 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.95 0.95 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27491) (15537, 27491) (62153, 27477) (15537, 27477) STARTING UNMASKING ROUND 18 ara twitter cxg2 18 precision recall f1-score support dz 0.96 0.97 0.96 1923 eg 0.97 0.97 0.97 2246 iq 0.94 0.94 0.94 2155 jo 0.95 0.93 0.94 2038 kw 0.92 0.92 0.92 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.95 0.95 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27477) (15537, 27477) (62153, 27464) (15537, 27464) STARTING UNMASKING ROUND 19 ara twitter cxg2 19 precision recall f1-score support dz 0.96 0.97 0.96 1923 eg 0.97 0.97 0.97 2246 iq 0.94 0.94 0.94 2155 jo 0.95 0.93 0.94 2038 kw 0.91 0.91 0.91 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.95 0.95 2156 avg / total 0.96 0.96 0.96 15537 Reducing feature vectors. (62153, 27464) (15537, 27464) (62153, 27450) (15537, 27450) STARTING UNMASKING ROUND 20 ara twitter cxg2 20 precision recall f1-score support dz 0.96 0.96 0.96 1923 eg 0.96 0.97 0.97 2246 iq 0.94 0.94 0.94 2155 jo 0.95 0.92 0.94 2038 kw 0.91 0.91 0.91 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.95 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27450) (15537, 27450) (62153, 27436) (15537, 27436) STARTING UNMASKING ROUND 21 ara twitter cxg2 21 precision recall f1-score support dz 0.96 0.96 0.96 1923 eg 0.97 0.97 0.97 2246 iq 0.94 0.94 0.94 2155 jo 0.94 0.93 0.93 2038 kw 0.91 0.91 0.91 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.95 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27436) (15537, 27436) (62153, 27423) (15537, 27423) STARTING UNMASKING ROUND 22 ara twitter cxg2 22 precision recall f1-score support dz 0.96 0.96 0.96 1923 eg 0.97 0.97 0.97 2246 iq 0.94 0.94 0.94 2155 jo 0.94 0.93 0.93 2038 kw 0.91 0.91 0.91 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.95 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27423) (15537, 27423) (62153, 27409) (15537, 27409) STARTING UNMASKING ROUND 23 ara twitter cxg2 23 precision recall f1-score support dz 0.95 0.96 0.96 1923 eg 0.96 0.97 0.97 2246 iq 0.94 0.94 0.94 2155 jo 0.94 0.92 0.93 2038 kw 0.91 0.91 0.91 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.95 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27409) (15537, 27409) (62153, 27395) (15537, 27395) STARTING UNMASKING ROUND 24 ara twitter cxg2 24 precision recall f1-score support dz 0.95 0.96 0.96 1923 eg 0.96 0.97 0.97 2246 iq 0.94 0.95 0.94 2155 jo 0.94 0.92 0.93 2038 kw 0.91 0.91 0.91 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.94 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27395) (15537, 27395) (62153, 27381) (15537, 27381) STARTING UNMASKING ROUND 25 ara twitter cxg2 25 precision recall f1-score support dz 0.95 0.96 0.95 1923 eg 0.96 0.97 0.97 2246 iq 0.94 0.95 0.94 2155 jo 0.94 0.92 0.93 2038 kw 0.91 0.91 0.91 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.94 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27381) (15537, 27381) (62153, 27367) (15537, 27367) STARTING UNMASKING ROUND 26 ara twitter cxg2 26 precision recall f1-score support dz 0.95 0.95 0.95 1923 eg 0.96 0.97 0.96 2246 iq 0.93 0.94 0.94 2155 jo 0.94 0.92 0.93 2038 kw 0.91 0.90 0.90 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.95 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27367) (15537, 27367) (62153, 27354) (15537, 27354) STARTING UNMASKING ROUND 27 ara twitter cxg2 27 precision recall f1-score support dz 0.95 0.95 0.95 1923 eg 0.96 0.97 0.96 2246 iq 0.93 0.94 0.93 2155 jo 0.93 0.92 0.93 2038 kw 0.90 0.90 0.90 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.94 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27354) (15537, 27354) (62153, 27342) (15537, 27342) STARTING UNMASKING ROUND 28 ara twitter cxg2 28 precision recall f1-score support dz 0.95 0.95 0.95 1923 eg 0.96 0.97 0.96 2246 iq 0.93 0.94 0.93 2155 jo 0.93 0.92 0.93 2038 kw 0.90 0.90 0.90 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.94 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27342) (15537, 27342) (62153, 27328) (15537, 27328) STARTING UNMASKING ROUND 29 ara twitter cxg2 29 precision recall f1-score support dz 0.95 0.95 0.95 1923 eg 0.96 0.97 0.96 2246 iq 0.93 0.94 0.93 2155 jo 0.93 0.92 0.92 2038 kw 0.90 0.90 0.90 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.94 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27328) (15537, 27328) (62153, 27315) (15537, 27315) STARTING UNMASKING ROUND 30 ara twitter cxg2 30 precision recall f1-score support dz 0.95 0.95 0.95 1923 eg 0.96 0.97 0.96 2246 iq 0.93 0.94 0.93 2155 jo 0.93 0.92 0.92 2038 kw 0.90 0.90 0.90 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.94 0.95 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27315) (15537, 27315) (62153, 27302) (15537, 27302) STARTING UNMASKING ROUND 31 ara twitter cxg2 31 precision recall f1-score support dz 0.95 0.95 0.95 1923 eg 0.96 0.97 0.96 2246 iq 0.93 0.94 0.93 2155 jo 0.92 0.91 0.92 2038 kw 0.90 0.89 0.90 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.94 0.94 2156 avg / total 0.95 0.95 0.95 15537 Reducing feature vectors. (62153, 27302) (15537, 27302) (62153, 27288) (15537, 27288) STARTING UNMASKING ROUND 32 ara twitter cxg2 32 precision recall f1-score support dz 0.95 0.95 0.95 1923 eg 0.96 0.96 0.96 2246 iq 0.93 0.94 0.93 2155 jo 0.92 0.91 0.92 2038 kw 0.89 0.89 0.89 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.94 0.94 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27288) (15537, 27288) (62153, 27274) (15537, 27274) STARTING UNMASKING ROUND 33 ara twitter cxg2 33 precision recall f1-score support dz 0.95 0.95 0.95 1923 eg 0.96 0.96 0.96 2246 iq 0.93 0.94 0.93 2155 jo 0.93 0.91 0.92 2038 kw 0.89 0.89 0.89 2173 ru 1.00 1.00 1.00 2846 sy 0.95 0.94 0.94 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27274) (15537, 27274) (62153, 27260) (15537, 27260) STARTING UNMASKING ROUND 34 ara twitter cxg2 34 precision recall f1-score support dz 0.95 0.95 0.95 1923 eg 0.96 0.96 0.96 2246 iq 0.93 0.94 0.93 2155 jo 0.92 0.91 0.91 2038 kw 0.90 0.89 0.89 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.94 0.94 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27260) (15537, 27260) (62153, 27247) (15537, 27247) STARTING UNMASKING ROUND 35 ara twitter cxg2 35 precision recall f1-score support dz 0.94 0.95 0.95 1923 eg 0.95 0.96 0.96 2246 iq 0.93 0.94 0.93 2155 jo 0.92 0.91 0.92 2038 kw 0.89 0.89 0.89 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.94 0.94 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27247) (15537, 27247) (62153, 27238) (15537, 27238) STARTING UNMASKING ROUND 36 ara twitter cxg2 36 precision recall f1-score support dz 0.95 0.94 0.95 1923 eg 0.96 0.96 0.96 2246 iq 0.92 0.93 0.93 2155 jo 0.92 0.91 0.91 2038 kw 0.89 0.89 0.89 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.93 0.94 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27238) (15537, 27238) (62153, 27224) (15537, 27224) STARTING UNMASKING ROUND 37 ara twitter cxg2 37 precision recall f1-score support dz 0.94 0.94 0.94 1923 eg 0.95 0.96 0.96 2246 iq 0.92 0.93 0.93 2155 jo 0.92 0.91 0.91 2038 kw 0.89 0.88 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.93 0.94 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27224) (15537, 27224) (62153, 27212) (15537, 27212) STARTING UNMASKING ROUND 38 ara twitter cxg2 38 precision recall f1-score support dz 0.94 0.94 0.94 1923 eg 0.95 0.96 0.96 2246 iq 0.92 0.93 0.93 2155 jo 0.92 0.91 0.91 2038 kw 0.89 0.88 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.93 0.93 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27212) (15537, 27212) (62153, 27199) (15537, 27199) STARTING UNMASKING ROUND 39 ara twitter cxg2 39 precision recall f1-score support dz 0.94 0.94 0.94 1923 eg 0.95 0.96 0.96 2246 iq 0.92 0.93 0.93 2155 jo 0.92 0.91 0.91 2038 kw 0.89 0.88 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.93 0.94 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27199) (15537, 27199) (62153, 27185) (15537, 27185) STARTING UNMASKING ROUND 40 ara twitter cxg2 40 precision recall f1-score support dz 0.94 0.95 0.94 1923 eg 0.95 0.96 0.96 2246 iq 0.92 0.93 0.92 2155 jo 0.92 0.91 0.91 2038 kw 0.89 0.87 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.93 0.93 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27185) (15537, 27185) (62153, 27171) (15537, 27171) STARTING UNMASKING ROUND 41 ara twitter cxg2 41 precision recall f1-score support dz 0.94 0.94 0.94 1923 eg 0.95 0.96 0.95 2246 iq 0.91 0.93 0.92 2155 jo 0.92 0.90 0.91 2038 kw 0.89 0.87 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.93 0.93 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27171) (15537, 27171) (62153, 27157) (15537, 27157) STARTING UNMASKING ROUND 42 ara twitter cxg2 42 precision recall f1-score support dz 0.94 0.94 0.94 1923 eg 0.95 0.96 0.95 2246 iq 0.91 0.93 0.92 2155 jo 0.92 0.90 0.91 2038 kw 0.88 0.88 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.93 0.93 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27157) (15537, 27157) (62153, 27143) (15537, 27143) STARTING UNMASKING ROUND 43 ara twitter cxg2 43 precision recall f1-score support dz 0.94 0.94 0.94 1923 eg 0.95 0.96 0.95 2246 iq 0.91 0.93 0.92 2155 jo 0.92 0.90 0.91 2038 kw 0.88 0.88 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.93 0.93 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27143) (15537, 27143) (62153, 27129) (15537, 27129) STARTING UNMASKING ROUND 44 ara twitter cxg2 44 precision recall f1-score support dz 0.93 0.94 0.94 1923 eg 0.95 0.96 0.95 2246 iq 0.91 0.93 0.92 2155 jo 0.92 0.90 0.91 2038 kw 0.88 0.88 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.92 0.93 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27129) (15537, 27129) (62153, 27116) (15537, 27116) STARTING UNMASKING ROUND 45 ara twitter cxg2 45 precision recall f1-score support dz 0.93 0.94 0.94 1923 eg 0.95 0.96 0.95 2246 iq 0.91 0.93 0.92 2155 jo 0.92 0.90 0.91 2038 kw 0.88 0.88 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.94 0.93 0.93 2156 avg / total 0.94 0.94 0.94 15537 Reducing feature vectors. (62153, 27116) (15537, 27116) (62153, 27102) (15537, 27102) STARTING UNMASKING ROUND 46 ara twitter cxg2 46 precision recall f1-score support dz 0.93 0.94 0.93 1923 eg 0.95 0.96 0.95 2246 iq 0.91 0.93 0.92 2155 jo 0.92 0.90 0.91 2038 kw 0.88 0.87 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.92 0.93 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 27102) (15537, 27102) (62153, 27088) (15537, 27088) STARTING UNMASKING ROUND 47 ara twitter cxg2 47 precision recall f1-score support dz 0.93 0.94 0.93 1923 eg 0.95 0.95 0.95 2246 iq 0.91 0.93 0.92 2155 jo 0.92 0.90 0.91 2038 kw 0.88 0.87 0.88 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.92 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 27088) (15537, 27088) (62153, 27074) (15537, 27074) STARTING UNMASKING ROUND 48 ara twitter cxg2 48 precision recall f1-score support dz 0.93 0.93 0.93 1923 eg 0.95 0.95 0.95 2246 iq 0.91 0.92 0.92 2155 jo 0.91 0.90 0.90 2038 kw 0.88 0.87 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.92 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 27074) (15537, 27074) (62153, 27060) (15537, 27060) STARTING UNMASKING ROUND 49 ara twitter cxg2 49 precision recall f1-score support dz 0.93 0.94 0.93 1923 eg 0.95 0.95 0.95 2246 iq 0.91 0.92 0.92 2155 jo 0.91 0.90 0.90 2038 kw 0.88 0.87 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.92 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 27060) (15537, 27060) (62153, 27047) (15537, 27047) STARTING UNMASKING ROUND 50 ara twitter cxg2 50 precision recall f1-score support dz 0.93 0.93 0.93 1923 eg 0.95 0.95 0.95 2246 iq 0.91 0.92 0.92 2155 jo 0.91 0.90 0.90 2038 kw 0.87 0.87 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.92 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 27047) (15537, 27047) (62153, 27033) (15537, 27033) STARTING UNMASKING ROUND 51 ara twitter cxg2 51 precision recall f1-score support dz 0.92 0.93 0.93 1923 eg 0.95 0.95 0.95 2246 iq 0.91 0.92 0.92 2155 jo 0.91 0.90 0.90 2038 kw 0.87 0.87 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.92 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 27033) (15537, 27033) (62153, 27019) (15537, 27019) STARTING UNMASKING ROUND 52 ara twitter cxg2 52 precision recall f1-score support dz 0.92 0.93 0.93 1923 eg 0.95 0.95 0.95 2246 iq 0.91 0.92 0.92 2155 jo 0.91 0.90 0.90 2038 kw 0.87 0.87 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.92 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 27019) (15537, 27019) (62153, 27006) (15537, 27006) STARTING UNMASKING ROUND 53 ara twitter cxg2 53 precision recall f1-score support dz 0.92 0.93 0.93 1923 eg 0.94 0.94 0.94 2246 iq 0.91 0.92 0.91 2155 jo 0.91 0.90 0.90 2038 kw 0.87 0.86 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.91 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 27006) (15537, 27006) (62153, 26992) (15537, 26992) STARTING UNMASKING ROUND 54 ara twitter cxg2 54 precision recall f1-score support dz 0.92 0.93 0.93 1923 eg 0.94 0.94 0.94 2246 iq 0.91 0.92 0.91 2155 jo 0.90 0.90 0.90 2038 kw 0.87 0.86 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.91 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 26992) (15537, 26992) (62153, 26978) (15537, 26978) STARTING UNMASKING ROUND 55 ara twitter cxg2 55 precision recall f1-score support dz 0.92 0.93 0.93 1923 eg 0.94 0.94 0.94 2246 iq 0.91 0.92 0.91 2155 jo 0.91 0.89 0.90 2038 kw 0.87 0.86 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.92 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 26978) (15537, 26978) (62153, 26964) (15537, 26964) STARTING UNMASKING ROUND 56 ara twitter cxg2 56 precision recall f1-score support dz 0.92 0.93 0.93 1923 eg 0.94 0.94 0.94 2246 iq 0.91 0.92 0.91 2155 jo 0.91 0.89 0.90 2038 kw 0.86 0.86 0.86 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.91 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 26964) (15537, 26964) (62153, 26951) (15537, 26951) STARTING UNMASKING ROUND 57 ara twitter cxg2 57 precision recall f1-score support dz 0.92 0.93 0.93 1923 eg 0.94 0.94 0.94 2246 iq 0.91 0.91 0.91 2155 jo 0.91 0.89 0.90 2038 kw 0.86 0.87 0.87 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.91 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 26951) (15537, 26951) (62153, 26938) (15537, 26938) STARTING UNMASKING ROUND 58 ara twitter cxg2 58 precision recall f1-score support dz 0.92 0.93 0.93 1923 eg 0.94 0.94 0.94 2246 iq 0.91 0.91 0.91 2155 jo 0.91 0.89 0.90 2038 kw 0.86 0.86 0.86 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.91 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 26938) (15537, 26938) (62153, 26924) (15537, 26924) STARTING UNMASKING ROUND 59 ara twitter cxg2 59 precision recall f1-score support dz 0.92 0.93 0.92 1923 eg 0.94 0.94 0.94 2246 iq 0.91 0.91 0.91 2155 jo 0.91 0.89 0.90 2038 kw 0.86 0.86 0.86 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.91 0.92 2156 avg / total 0.93 0.93 0.93 15537 Reducing feature vectors. (62153, 26924) (15537, 26924) (62153, 26910) (15537, 26910) STARTING UNMASKING ROUND 60 ara twitter cxg2 60 precision recall f1-score support dz 0.92 0.93 0.93 1923 eg 0.94 0.94 0.94 2246 iq 0.90 0.91 0.91 2155 jo 0.91 0.89 0.90 2038 kw 0.86 0.86 0.86 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.91 0.92 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26910) (15537, 26910) (62153, 26896) (15537, 26896) STARTING UNMASKING ROUND 61 ara twitter cxg2 61 precision recall f1-score support dz 0.92 0.93 0.92 1923 eg 0.93 0.94 0.93 2246 iq 0.90 0.91 0.91 2155 jo 0.90 0.89 0.89 2038 kw 0.86 0.86 0.86 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.91 0.92 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26896) (15537, 26896) (62153, 26882) (15537, 26882) STARTING UNMASKING ROUND 62 ara twitter cxg2 62 precision recall f1-score support dz 0.92 0.93 0.92 1923 eg 0.93 0.94 0.93 2246 iq 0.90 0.91 0.91 2155 jo 0.90 0.88 0.89 2038 kw 0.86 0.86 0.86 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.91 0.92 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26882) (15537, 26882) (62153, 26868) (15537, 26868) STARTING UNMASKING ROUND 63 ara twitter cxg2 63 precision recall f1-score support dz 0.91 0.93 0.92 1923 eg 0.93 0.93 0.93 2246 iq 0.90 0.91 0.91 2155 jo 0.90 0.88 0.89 2038 kw 0.85 0.86 0.86 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.91 0.92 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26868) (15537, 26868) (62153, 26854) (15537, 26854) STARTING UNMASKING ROUND 64 ara twitter cxg2 64 precision recall f1-score support dz 0.92 0.93 0.92 1923 eg 0.93 0.93 0.93 2246 iq 0.90 0.91 0.91 2155 jo 0.90 0.88 0.89 2038 kw 0.85 0.86 0.85 2173 ru 1.00 1.00 1.00 2846 sy 0.93 0.91 0.92 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26854) (15537, 26854) (62153, 26840) (15537, 26840) STARTING UNMASKING ROUND 65 ara twitter cxg2 65 precision recall f1-score support dz 0.91 0.93 0.92 1923 eg 0.93 0.93 0.93 2246 iq 0.90 0.91 0.91 2155 jo 0.89 0.88 0.89 2038 kw 0.85 0.86 0.86 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.91 0.91 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26840) (15537, 26840) (62153, 26826) (15537, 26826) STARTING UNMASKING ROUND 66 ara twitter cxg2 66 precision recall f1-score support dz 0.91 0.93 0.92 1923 eg 0.93 0.93 0.93 2246 iq 0.90 0.91 0.91 2155 jo 0.90 0.88 0.89 2038 kw 0.85 0.86 0.86 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.91 0.91 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26826) (15537, 26826) (62153, 26812) (15537, 26812) STARTING UNMASKING ROUND 67 ara twitter cxg2 67 precision recall f1-score support dz 0.91 0.92 0.92 1923 eg 0.93 0.93 0.93 2246 iq 0.90 0.91 0.91 2155 jo 0.90 0.88 0.89 2038 kw 0.85 0.86 0.85 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.90 0.91 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26812) (15537, 26812) (62153, 26798) (15537, 26798) STARTING UNMASKING ROUND 68 ara twitter cxg2 68 precision recall f1-score support dz 0.91 0.92 0.92 1923 eg 0.92 0.93 0.93 2246 iq 0.90 0.91 0.90 2155 jo 0.89 0.88 0.88 2038 kw 0.85 0.86 0.85 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.90 0.91 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26798) (15537, 26798) (62153, 26784) (15537, 26784) STARTING UNMASKING ROUND 69 ara twitter cxg2 69 precision recall f1-score support dz 0.91 0.92 0.92 1923 eg 0.92 0.93 0.93 2246 iq 0.90 0.90 0.90 2155 jo 0.90 0.87 0.88 2038 kw 0.84 0.85 0.85 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.90 0.91 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26784) (15537, 26784) (62153, 26770) (15537, 26770) STARTING UNMASKING ROUND 70 ara twitter cxg2 70 precision recall f1-score support dz 0.91 0.92 0.91 1923 eg 0.92 0.93 0.93 2246 iq 0.90 0.90 0.90 2155 jo 0.89 0.87 0.88 2038 kw 0.85 0.85 0.85 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.90 0.91 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26770) (15537, 26770) (62153, 26756) (15537, 26756) STARTING UNMASKING ROUND 71 ara twitter cxg2 71 precision recall f1-score support dz 0.91 0.92 0.92 1923 eg 0.92 0.93 0.93 2246 iq 0.90 0.90 0.90 2155 jo 0.89 0.88 0.88 2038 kw 0.84 0.85 0.85 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.90 0.91 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26756) (15537, 26756) (62153, 26742) (15537, 26742) STARTING UNMASKING ROUND 72 ara twitter cxg2 72 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.93 0.93 2246 iq 0.90 0.91 0.90 2155 jo 0.89 0.87 0.88 2038 kw 0.85 0.85 0.85 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.90 0.91 2156 avg / total 0.92 0.92 0.92 15537 Reducing feature vectors. (62153, 26742) (15537, 26742) (62153, 26728) (15537, 26728) STARTING UNMASKING ROUND 73 ara twitter cxg2 73 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.93 0.93 2246 iq 0.90 0.90 0.90 2155 jo 0.89 0.87 0.88 2038 kw 0.84 0.85 0.85 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.90 0.91 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26728) (15537, 26728) (62153, 26714) (15537, 26714) STARTING UNMASKING ROUND 74 ara twitter cxg2 74 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.93 0.92 2246 iq 0.90 0.90 0.90 2155 jo 0.89 0.87 0.88 2038 kw 0.84 0.85 0.85 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.90 0.91 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26714) (15537, 26714) (62153, 26700) (15537, 26700) STARTING UNMASKING ROUND 75 ara twitter cxg2 75 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.93 0.92 2246 iq 0.89 0.90 0.90 2155 jo 0.89 0.87 0.88 2038 kw 0.84 0.84 0.84 2173 ru 1.00 1.00 1.00 2846 sy 0.92 0.90 0.91 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26700) (15537, 26700) (62153, 26687) (15537, 26687) STARTING UNMASKING ROUND 76 ara twitter cxg2 76 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.93 0.92 2246 iq 0.90 0.90 0.90 2155 jo 0.89 0.86 0.87 2038 kw 0.84 0.85 0.84 2173 ru 1.00 1.00 1.00 2846 sy 0.91 0.90 0.91 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26687) (15537, 26687) (62153, 26673) (15537, 26673) STARTING UNMASKING ROUND 77 ara twitter cxg2 77 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.91 0.92 0.92 2246 iq 0.90 0.90 0.90 2155 jo 0.89 0.86 0.88 2038 kw 0.84 0.85 0.84 2173 ru 1.00 1.00 1.00 2846 sy 0.91 0.90 0.91 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26673) (15537, 26673) (62153, 26660) (15537, 26660) STARTING UNMASKING ROUND 78 ara twitter cxg2 78 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.92 0.92 2246 iq 0.89 0.90 0.90 2155 jo 0.89 0.87 0.88 2038 kw 0.84 0.84 0.84 2173 ru 1.00 1.00 1.00 2846 sy 0.91 0.90 0.91 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26660) (15537, 26660) (62153, 26646) (15537, 26646) STARTING UNMASKING ROUND 79 ara twitter cxg2 79 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.92 0.92 2246 iq 0.90 0.90 0.90 2155 jo 0.88 0.86 0.87 2038 kw 0.84 0.84 0.84 2173 ru 1.00 1.00 1.00 2846 sy 0.91 0.90 0.91 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26646) (15537, 26646) (62153, 26632) (15537, 26632) STARTING UNMASKING ROUND 80 ara twitter cxg2 80 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.92 0.92 2246 iq 0.90 0.90 0.90 2155 jo 0.89 0.86 0.87 2038 kw 0.84 0.84 0.84 2173 ru 1.00 1.00 1.00 2846 sy 0.91 0.90 0.90 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26632) (15537, 26632) (62153, 26618) (15537, 26618) STARTING UNMASKING ROUND 81 ara twitter cxg2 81 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.93 0.92 2246 iq 0.90 0.90 0.90 2155 jo 0.89 0.86 0.87 2038 kw 0.84 0.84 0.84 2173 ru 1.00 1.00 1.00 2846 sy 0.91 0.90 0.90 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26618) (15537, 26618) (62153, 26604) (15537, 26604) STARTING UNMASKING ROUND 82 ara twitter cxg2 82 precision recall f1-score support dz 0.90 0.92 0.91 1923 eg 0.92 0.92 0.92 2246 iq 0.89 0.90 0.90 2155 jo 0.88 0.86 0.87 2038 kw 0.84 0.84 0.84 2173 ru 1.00 1.00 1.00 2846 sy 0.91 0.90 0.90 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26604) (15537, 26604) (62153, 26590) (15537, 26590) STARTING UNMASKING ROUND 83 ara twitter cxg2 83 precision recall f1-score support dz 0.90 0.91 0.90 1923 eg 0.92 0.92 0.92 2246 iq 0.89 0.90 0.89 2155 jo 0.88 0.86 0.87 2038 kw 0.84 0.84 0.84 2173 ru 0.99 1.00 1.00 2846 sy 0.91 0.90 0.90 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26590) (15537, 26590) (62153, 26576) (15537, 26576) STARTING UNMASKING ROUND 84 ara twitter cxg2 84 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.92 0.92 0.92 2246 iq 0.89 0.89 0.89 2155 jo 0.88 0.86 0.87 2038 kw 0.84 0.83 0.83 2173 ru 0.99 1.00 1.00 2846 sy 0.91 0.90 0.90 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26576) (15537, 26576) (62153, 26562) (15537, 26562) STARTING UNMASKING ROUND 85 ara twitter cxg2 85 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.91 0.92 0.92 2246 iq 0.89 0.89 0.89 2155 jo 0.89 0.86 0.87 2038 kw 0.84 0.83 0.84 2173 ru 0.99 1.00 1.00 2846 sy 0.91 0.90 0.90 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26562) (15537, 26562) (62153, 26548) (15537, 26548) STARTING UNMASKING ROUND 86 ara twitter cxg2 86 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.91 0.92 0.92 2246 iq 0.89 0.89 0.89 2155 jo 0.88 0.86 0.87 2038 kw 0.84 0.83 0.83 2173 ru 0.99 1.00 1.00 2846 sy 0.90 0.89 0.90 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26548) (15537, 26548) (62153, 26534) (15537, 26534) STARTING UNMASKING ROUND 87 ara twitter cxg2 87 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.91 0.92 0.92 2246 iq 0.89 0.89 0.89 2155 jo 0.88 0.86 0.87 2038 kw 0.83 0.83 0.83 2173 ru 0.99 1.00 1.00 2846 sy 0.90 0.89 0.90 2156 avg / total 0.91 0.91 0.91 15537 Reducing feature vectors. (62153, 26534) (15537, 26534) (62153, 26521) (15537, 26521) STARTING UNMASKING ROUND 88 ara twitter cxg2 88 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.91 0.92 0.92 2246 iq 0.89 0.89 0.89 2155 jo 0.88 0.86 0.87 2038 kw 0.83 0.83 0.83 2173 ru 0.99 1.00 1.00 2846 sy 0.90 0.89 0.90 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26521) (15537, 26521) (62153, 26508) (15537, 26508) STARTING UNMASKING ROUND 89 ara twitter cxg2 89 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.91 0.92 0.92 2246 iq 0.89 0.89 0.89 2155 jo 0.87 0.86 0.87 2038 kw 0.84 0.83 0.83 2173 ru 0.99 1.00 1.00 2846 sy 0.90 0.89 0.90 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26508) (15537, 26508) (62153, 26494) (15537, 26494) STARTING UNMASKING ROUND 90 ara twitter cxg2 90 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.91 0.92 0.92 2246 iq 0.89 0.89 0.89 2155 jo 0.87 0.86 0.87 2038 kw 0.83 0.83 0.83 2173 ru 1.00 1.00 1.00 2846 sy 0.90 0.89 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26494) (15537, 26494) (62153, 26482) (15537, 26482) STARTING UNMASKING ROUND 91 ara twitter cxg2 91 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.91 0.92 0.91 2246 iq 0.88 0.89 0.89 2155 jo 0.87 0.85 0.86 2038 kw 0.83 0.83 0.83 2173 ru 0.99 1.00 1.00 2846 sy 0.90 0.89 0.90 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26482) (15537, 26482) (62153, 26468) (15537, 26468) STARTING UNMASKING ROUND 92 ara twitter cxg2 92 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.91 0.92 0.91 2246 iq 0.88 0.89 0.89 2155 jo 0.87 0.85 0.86 2038 kw 0.83 0.82 0.83 2173 ru 1.00 1.00 1.00 2846 sy 0.90 0.89 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26468) (15537, 26468) (62153, 26454) (15537, 26454) STARTING UNMASKING ROUND 93 ara twitter cxg2 93 precision recall f1-score support dz 0.89 0.91 0.90 1923 eg 0.91 0.92 0.91 2246 iq 0.88 0.89 0.88 2155 jo 0.87 0.85 0.86 2038 kw 0.83 0.82 0.82 2173 ru 1.00 1.00 1.00 2846 sy 0.90 0.89 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26454) (15537, 26454) (62153, 26440) (15537, 26440) STARTING UNMASKING ROUND 94 ara twitter cxg2 94 precision recall f1-score support dz 0.89 0.90 0.90 1923 eg 0.91 0.91 0.91 2246 iq 0.88 0.88 0.88 2155 jo 0.87 0.85 0.86 2038 kw 0.83 0.82 0.82 2173 ru 0.99 1.00 1.00 2846 sy 0.89 0.89 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26440) (15537, 26440) (62153, 26426) (15537, 26426) STARTING UNMASKING ROUND 95 ara twitter cxg2 95 precision recall f1-score support dz 0.89 0.90 0.89 1923 eg 0.91 0.91 0.91 2246 iq 0.88 0.88 0.88 2155 jo 0.87 0.85 0.86 2038 kw 0.83 0.82 0.83 2173 ru 0.99 1.00 1.00 2846 sy 0.89 0.89 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26426) (15537, 26426) (62153, 26412) (15537, 26412) STARTING UNMASKING ROUND 96 ara twitter cxg2 96 precision recall f1-score support dz 0.88 0.91 0.89 1923 eg 0.91 0.91 0.91 2246 iq 0.88 0.88 0.88 2155 jo 0.87 0.85 0.86 2038 kw 0.83 0.82 0.83 2173 ru 1.00 1.00 1.00 2846 sy 0.89 0.88 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26412) (15537, 26412) (62153, 26399) (15537, 26399) STARTING UNMASKING ROUND 97 ara twitter cxg2 97 precision recall f1-score support dz 0.88 0.91 0.89 1923 eg 0.91 0.91 0.91 2246 iq 0.88 0.88 0.88 2155 jo 0.87 0.85 0.86 2038 kw 0.83 0.82 0.83 2173 ru 1.00 1.00 1.00 2846 sy 0.89 0.88 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26399) (15537, 26399) (62153, 26385) (15537, 26385) STARTING UNMASKING ROUND 98 ara twitter cxg2 98 precision recall f1-score support dz 0.88 0.91 0.89 1923 eg 0.91 0.91 0.91 2246 iq 0.88 0.88 0.88 2155 jo 0.87 0.85 0.86 2038 kw 0.83 0.83 0.83 2173 ru 0.99 1.00 1.00 2846 sy 0.89 0.88 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26385) (15537, 26385) (62153, 26371) (15537, 26371) STARTING UNMASKING ROUND 99 ara twitter cxg2 99 precision recall f1-score support dz 0.88 0.90 0.89 1923 eg 0.90 0.91 0.91 2246 iq 0.88 0.88 0.88 2155 jo 0.87 0.85 0.86 2038 kw 0.82 0.82 0.82 2173 ru 0.99 1.00 1.00 2846 sy 0.89 0.88 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26371) (15537, 26371) (62153, 26357) (15537, 26357) STARTING UNMASKING ROUND 100 ara twitter cxg2 100 precision recall f1-score support dz 0.88 0.90 0.89 1923 eg 0.91 0.91 0.91 2246 iq 0.88 0.88 0.88 2155 jo 0.86 0.85 0.85 2038 kw 0.82 0.82 0.82 2173 ru 0.99 1.00 1.00 2846 sy 0.89 0.88 0.89 2156 avg / total 0.90 0.90 0.90 15537 Reducing feature vectors. (62153, 26357) (15537, 26357) (62153, 26344) (15537, 26344)