C4.5 [release 8] decision tree generator Fri Jun 1 10:11:24 2001 ---------------------------------------- Options: File stem Read 4141 cases (57 attributes) from sb2.data.1.data Decision Tree: word_freq_remove <= 0 : | char_freq_$ <= 0.055 : | | word_freq_000 <= 0.25 : | | | char_freq_! <= 0.376 : | | | | word_freq_font <= 0.12 : | | | | | word_freq_money <= 0.02 : | | | | | | word_freq_free <= 0.02 : | | | | | | | word_freq_internet <= 0.53 : | | | | | | | | word_freq_george > 0 : 0 (597.0) | | | | | | | | word_freq_george <= 0 : | | | | | | | | | word_freq_hpl > 0.44 : 0 (265.0) | | | | | | | | | word_freq_hpl <= 0.44 : | | | | | | | | | | word_freq_650 <= 0.26 : | | | | | | | | | | | word_freq_our <= 0.71 : | | | | | | | | | | | | word_freq_re > 0.77 : 0 (171.0) | | | | | | | | | | | | word_freq_re <= 0.77 :[S1] | | | | | | | | | | | word_freq_our > 0.71 : | | | | | | | | | | | | word_freq_email > 0.42 : 1 (4.0) | | | | | | | | | | | | word_freq_email <= 0.42 :[S2] | | | | | | | | | | word_freq_650 > 0.26 : | | | | | | | | | | | word_freq_report > 1.49 : 1 (3.0) | | | | | | | | | | | word_freq_report <= 1.49 : | | | | | | | | | | | | word_freq_pm > 0.42 : 1 (6.0/1.0) | | | | | | | | | | | | word_freq_pm <= 0.42 : | | | | | | | | | | | | | word_freq_edu <= 0.31 :[S3] | | | | | | | | | | | | | word_freq_edu > 0.31 :[S4] | | | | | | | word_freq_internet > 0.53 : | | | | | | | | word_freq_our > 0.85 : 1 (7.0) | | | | | | | | word_freq_our <= 0.85 : | | | | | | | | | word_freq_your <= 2.08 : 0 (39.0/2.0) | | | | | | | | | word_freq_your > 2.08 : 1 (3.0/1.0) | | | | | | word_freq_free > 0.02 : | | | | | | | word_freq_george > 0 : 0 (36.0) | | | | | | | word_freq_george <= 0 : | | | | | | | | word_freq_our <= 1.13 : | | | | | | | | | word_freq_receive > 0.22 : 1 (10.0/2.0) | | | | | | | | | word_freq_receive <= 0.22 : | | | | | | | | | | word_freq_1999 > 0.07 : 0 (53.0/2.0) | | | | | | | | | | word_freq_1999 <= 0.07 : | | | | | | | | | | | word_freq_people > 0.19 : 0 (16.0) | | | | | | | | | | | word_freq_people <= 0.19 : | | | | | | | | | | | | char_freq_$ > 0.008 : 1 (7.0/1.0) | | | | | | | | | | | | char_freq_$ <= 0.008 : | | | | | | | | | | | | | word_freq_cs > 0.08 : 0 (5.0) | | | | | | | | | | | | | word_freq_cs <= 0.08 :[S5] | | | | | | | | word_freq_our > 1.13 : | | | | | | | | | word_freq_meeting > 0.03 : 0 (3.0) | | | | | | | | | word_freq_meeting <= 0.03 : | | | | | | | | | | word_freq_people > 0.62 : 0 (2.0) | | | | | | | | | | word_freq_people <= 0.62 : | | | | | | | | | | | char_freq_! <= 0.279 : 1 (24.0) | | | | | | | | | | | char_freq_! > 0.279 : 0 (2.0) | | | | | word_freq_money > 0.02 : | | | | | | word_freq_hp > 0.08 : 0 (13.0) | | | | | | word_freq_hp <= 0.08 : | | | | | | | word_freq_edu > 0.08 : 0 (9.0) | | | | | | | word_freq_edu <= 0.08 : | | | | | | | | word_freq_george > 0.19 : 0 (4.0) | | | | | | | | word_freq_george <= 0.19 : | | | | | | | | | capital_run_length_longest <= 9 : 0 (6.0/1.0) | | | | | | | | | capital_run_length_longest > 9 : 1 (23.0) | | | | word_freq_font > 0.12 : | | | | | char_freq_; > 0.895 : 0 (12.0) | | | | | char_freq_; <= 0.895 : | | | | | | word_freq_edu <= 0.09 : 1 (16.0) | | | | | | word_freq_edu > 0.09 : 0 (4.0) | | | char_freq_! > 0.376 : | | | | capital_run_length_total <= 64 : | | | | | word_freq_free > 0.77 : 1 (19.0) | | | | | word_freq_free <= 0.77 : | | | | | | capital_run_length_average <= 2.632 : | | | | | | | char_freq_! <= 0.824 : 0 (79.0/2.0) | | | | | | | char_freq_! > 0.824 : | | | | | | | | word_freq_business > 0.5 : 1 (4.0) | | | | | | | | word_freq_business <= 0.5 : | | | | | | | | | word_freq_re > 0.34 : 0 (12.0) | | | | | | | | | word_freq_re <= 0.34 : | | | | | | | | | | word_freq_lab > 0.87 : 0 (2.0) | | | | | | | | | | word_freq_lab <= 0.87 : | | | | | | | | | | | word_freq_our > 0.37 : 1 (3.0) | | | | | | | | | | | word_freq_our <= 0.37 : | | | | | | | | | | | | char_freq_( > 0.433 : 0 (2.0) | | | | | | | | | | | | char_freq_( <= 0.433 :[S6] | | | | | | capital_run_length_average > 2.632 : | | | | | | | word_freq_85 > 1.31 : 0 (2.0) | | | | | | | word_freq_85 <= 1.31 : | | | | | | | | word_freq_re > 0.6 : 0 (4.0) | | | | | | | | word_freq_re <= 0.6 : | | | | | | | | | word_freq_will <= 0.8 : 1 (13.0/1.0) | | | | | | | | | word_freq_will > 0.8 : 0 (4.0/1.0) | | | | capital_run_length_total > 64 : | | | | | word_freq_pm > 0.04 : 0 (10.0/1.0) | | | | | word_freq_pm <= 0.04 : | | | | | | char_freq_! <= 0.564 : | | | | | | | char_freq_( <= 0.142 : 1 (24.0/1.0) | | | | | | | char_freq_( > 0.142 : | | | | | | | | word_freq_addresses > 0.09 : 1 (6.0) | | | | | | | | word_freq_addresses <= 0.09 : | | | | | | | | | char_freq_[ <= 0.042 : 0 (10.0/1.0) | | | | | | | | | char_freq_[ > 0.042 : 1 (2.0) | | | | | | char_freq_! > 0.564 : | | | | | | | char_freq_! <= 2.362 : 1 (106.0/1.0) | | | | | | | char_freq_! > 2.362 : | | | | | | | | word_freq_re > 0.24 : 1 (2.0) | | | | | | | | word_freq_re <= 0.24 : | | | | | | | | | word_freq_all <= 0.14 : 1 (4.0) | | | | | | | | | word_freq_all > 0.14 : 0 (3.0) | | word_freq_000 > 0.25 : | | | char_freq_( > 0.6 : 0 (3.0) | | | char_freq_( <= 0.6 : | | | | word_freq_hp > 0.67 : 0 (3.0/1.0) | | | | word_freq_hp <= 0.67 : | | | | | capital_run_length_total > 148 : 1 (36.0) | | | | | capital_run_length_total <= 148 : | | | | | | word_freq_edu > 0.16 : 0 (2.0) | | | | | | word_freq_edu <= 0.16 : | | | | | | | word_freq_your <= 1.36 : 1 (9.0) | | | | | | | word_freq_your > 1.36 : 0 (2.0) | char_freq_$ > 0.055 : | | word_freq_hp > 0.39 : 0 (60.0/1.0) | | word_freq_hp <= 0.39 : | | | capital_run_length_longest <= 9 : | | | | word_freq_email > 1.49 : 1 (7.0) | | | | word_freq_email <= 1.49 : | | | | | word_freq_credit > 0.15 : 1 (2.0) | | | | | word_freq_credit <= 0.15 : | | | | | | word_freq_free <= 0.68 : 0 (19.0) | | | | | | word_freq_free > 0.68 : | | | | | | | word_freq_our <= 0.31 : 1 (3.0) | | | | | | | word_freq_our > 0.31 : 0 (2.0) | | | capital_run_length_longest > 9 : | | | | word_freq_1999 <= 0 : | | | | | char_freq_! > 0.347 : 1 (237.0) | | | | | char_freq_! <= 0.347 : | | | | | | capital_run_length_average <= 2.922 : | | | | | | | word_freq_edu > 0.17 : 0 (5.0/1.0) | | | | | | | word_freq_edu <= 0.17 : | | | | | | | | char_freq_; <= 0.038 : | | | | | | | | | word_freq_your > 0.38 : 1 (61.0/2.0) | | | | | | | | | word_freq_your <= 0.38 : | | | | | | | | | | char_freq_# <= 0.013 : 1 (8.0/2.0) | | | | | | | | | | char_freq_# > 0.013 : 0 (2.0) | | | | | | | | char_freq_; > 0.038 : | | | | | | | | | capital_run_length_total <= 200 : 1 (3.0/1.0) | | | | | | | | | capital_run_length_total > 200 : 0 (2.0) | | | | | | capital_run_length_average > 2.922 : | | | | | | | word_freq_credit <= 0.22 : 1 (141.0/2.0) | | | | | | | word_freq_credit > 0.22 : | | | | | | | | char_freq_( <= 0.398 : 1 (11.0) | | | | | | | | char_freq_( > 0.398 : 0 (2.0) | | | | word_freq_1999 > 0 : | | | | | word_freq_edu > 0.26 : 0 (8.0) | | | | | word_freq_edu <= 0.26 : | | | | | | capital_run_length_average > 3.138 : 1 (16.0) | | | | | | capital_run_length_average <= 3.138 : | | | | | | | word_freq_money <= 0.2 : 0 (4.0) | | | | | | | word_freq_money > 0.2 : 1 (3.0) word_freq_remove > 0 : | word_freq_hp <= 0.19 : | | word_freq_edu <= 0.07 : | | | word_freq_your > 0.32 : 1 (575.0/8.0) | | | word_freq_your <= 0.32 : | | | | word_freq_font > 0.68 : 1 (5.0) | | | | word_freq_font <= 0.68 : | | | | | word_freq_order > 0.05 : 1 (19.0) | | | | | word_freq_order <= 0.05 : | | | | | | word_freq_data <= 0.09 : | | | | | | | word_freq_internet <= 0.19 : 1 (57.0/5.0) | | | | | | | word_freq_internet > 0.19 : | | | | | | | | word_freq_will <= 0.17 : 0 (3.0) | | | | | | | | word_freq_will > 0.17 : 1 (3.0) | | | | | | word_freq_data > 0.09 : | | | | | | | word_freq_will <= 0.32 : 1 (2.0) | | | | | | | word_freq_will > 0.32 : 0 (2.0) | | word_freq_edu > 0.07 : | | | word_freq_money <= 0.04 : 0 (6.0/1.0) | | | word_freq_money > 0.04 : 1 (29.0) | word_freq_hp > 0.19 : | | word_freq_our <= 0.3 : 0 (15.0/1.0) | | word_freq_our > 0.3 : | | | capital_run_length_average <= 2.689 : 0 (3.0/1.0) | | | capital_run_length_average > 2.689 : 1 (10.0) Subtree [S1] word_freq_1999 > 0.05 : 0 (156.0/1.0) word_freq_1999 <= 0.05 : | capital_run_length_longest <= 10 : | | word_freq_technology <= 0.32 : 0 (492.0/18.0) | | word_freq_technology > 0.32 : | | | word_freq_your <= 1.09 : 0 (22.0) | | | word_freq_your > 1.09 : 1 (3.0) | capital_run_length_longest > 10 : | | word_freq_you <= 3.67 : | | | char_freq_; <= 0.112 : | | | | word_freq_mail > 0.11 : 0 (26.0) | | | | word_freq_mail <= 0.11 : | | | | | char_freq_; > 0.008 : 0 (10.0) | | | | | char_freq_; <= 0.008 : | | | | | | word_freq_receive > 0.15 : 0 (11.0) | | | | | | word_freq_receive <= 0.15 : | | | | | | | word_freq_data > 0.05 : 0 (15.0) | | | | | | | word_freq_data <= 0.05 : | | | | | | | | word_freq_project > 0.43 : 0 (6.0) | | | | | | | | word_freq_project <= 0.43 : | | | | | | | | | char_freq_# > 0.028 : 0 (10.0) | | | | | | | | | char_freq_# <= 0.028 : | | | | | | | | | | word_freq_85 > 0.6 : 0 (6.0) | | | | | | | | | | word_freq_85 <= 0.6 : | | | | | | | | | | | word_freq_meeting > 0.35 : 0 (5.0) | | | | | | | | | | | word_freq_meeting <= 0.35 : | | | | | | | | | | | | word_freq_people > 0.04 : 0 (7.0) | | | | | | | | | | | | word_freq_people <= 0.04 : | | | | | | | | | | | | | word_freq_cs > 0.13 : 0 (4.0) | | | | | | | | | | | | | word_freq_cs <= 0.13 :[S7] | | | char_freq_; > 0.112 : | | | | word_freq_email > 0.2 : 0 (2.0) | | | | word_freq_email <= 0.2 : | | | | | word_freq_mail > 1.02 : 1 (2.0) | | | | | word_freq_mail <= 1.02 : | | | | | | word_freq_business <= 0.15 : 0 (3.0) | | | | | | word_freq_business > 0.15 : 1 (4.0/1.0) | | word_freq_you > 3.67 : | | | word_freq_project > 0.27 : 0 (2.0) | | | word_freq_project <= 0.27 : | | | | char_freq_! > 0.098 : 1 (2.0) | | | | char_freq_! <= 0.098 : | | | | | capital_run_length_total <= 53 : 1 (7.0/1.0) | | | | | capital_run_length_total > 53 : 0 (3.0) Subtree [S2] word_freq_your > 2.59 : 1 (5.0/1.0) word_freq_your <= 2.59 : | word_freq_mail <= 0.32 : | | capital_run_length_longest <= 10 : 0 (49.0/1.0) | | capital_run_length_longest > 10 : | | | word_freq_hp > 0.11 : 0 (9.0) | | | word_freq_hp <= 0.11 : | | | | word_freq_make > 0.08 : 0 (2.0) | | | | word_freq_make <= 0.08 : | | | | | capital_run_length_longest <= 15 : 0 (3.0/1.0) | | | | | capital_run_length_longest > 15 : 1 (4.0) | word_freq_mail > 0.32 : | | word_freq_mail <= 0.6 : 1 (2.0) | | word_freq_mail > 0.6 : 0 (2.0) Subtree [S3] word_freq_address > 0.16 : 0 (3.0/1.0) word_freq_address <= 0.16 : | word_freq_650 <= 5.88 : 0 (36.0) | word_freq_650 > 5.88 : 1 (2.0) Subtree [S4] capital_run_length_average <= 2.517 : 1 (3.0) capital_run_length_average > 2.517 : 0 (3.0) Subtree [S5] word_freq_project > 0.07 : 0 (10.0) word_freq_project <= 0.07 : | word_freq_technology > 0.09 : 1 (7.0) | word_freq_technology <= 0.09 : | | word_freq_make > 0.28 : 0 (7.0) | | word_freq_make <= 0.28 : | | | char_freq_! <= 0.039 : | | | | word_freq_credit > 0.12 : 0 (2.0) | | | | word_freq_credit <= 0.12 : | | | | | char_freq_! > 0.008 : 0 (2.0) | | | | | char_freq_! <= 0.008 : | | | | | | char_freq_[ > 0.04 : 0 (2.0) | | | | | | char_freq_[ <= 0.04 : | | | | | | | word_freq_650 > 0.22 : 1 (2.0) | | | | | | | word_freq_650 <= 0.22 : | | | | | | | | char_freq_# > 0 : 1 (3.0/1.0) | | | | | | | | char_freq_# <= 0 : | | | | | | | | | word_freq_you > 0.52 : 0 (20.0/1.0) | | | | | | | | | word_freq_you <= 0.52 :[S8] | | | char_freq_! > 0.039 : | | | | word_freq_make > 0.07 : 0 (2.0) | | | | word_freq_make <= 0.07 : | | | | | char_freq_# > 0.055 : 0 (2.0) | | | | | char_freq_# <= 0.055 : | | | | | | word_freq_address > 0.79 : 0 (2.0) | | | | | | word_freq_address <= 0.79 : | | | | | | | char_freq_# > 0.027 : 1 (2.0/1.0) | | | | | | | char_freq_# <= 0.027 : | | | | | | | | word_freq_will <= 0.83 : 1 (17.0/1.0) | | | | | | | | word_freq_will > 0.83 : 0 (3.0/1.0) Subtree [S6] word_freq_george > 1.25 : 0 (4.0) word_freq_george <= 1.25 : | word_freq_you > 3.83 : 1 (4.0) | word_freq_you <= 3.83 : | | word_freq_will > 2.28 : 0 (2.0) | | word_freq_will <= 2.28 : | | | word_freq_you > 1.23 : 1 (2.0) | | | word_freq_you <= 1.23 : | | | | capital_run_length_total <= 3 : 1 (2.0) | | | | capital_run_length_total > 3 : 0 (10.0/2.0) Subtree [S7] word_freq_over > 0.46 : 1 (4.0/1.0) word_freq_over <= 0.46 : | capital_run_length_total <= 92 : | | word_freq_make > 0.38 : 1 (3.0/1.0) | | word_freq_make <= 0.38 : | | | word_freq_labs > 0.28 : 0 (3.0) | | | word_freq_labs <= 0.28 : | | | | capital_run_length_longest > 16 : 0 (19.0) | | | | capital_run_length_longest <= 16 : | | | | | word_freq_order > 0.29 : 0 (2.0) | | | | | word_freq_order <= 0.29 : | | | | | | word_freq_hp > 7.14 : 0 (2.0) | | | | | | word_freq_hp <= 7.14 : | | | | | | | word_freq_lab > 0.43 : 0 (2.0) | | | | | | | word_freq_lab <= 0.43 : | | | | | | | | word_freq_edu > 0.17 : 0 (5.0) | | | | | | | | word_freq_edu <= 0.17 : | | | | | | | | | word_freq_you > 0.33 : 1 (2.0/1.0) | | | | | | | | | word_freq_you <= 0.33 : | | | | | | | | | | word_freq_all > 0.32 : 0 (2.0) | | | | | | | | | | word_freq_all <= 0.32 : | | | | | | | | | | | word_freq_will > 0.54 : 1 (2.0/1.0) | | | | | | | | | | | word_freq_will <= 0.54 :[S9] | capital_run_length_total > 92 : | | word_freq_you > 0.89 : 0 (7.0) | | word_freq_you <= 0.89 : | | | word_freq_business <= 0.31 : 1 (14.0/2.0) | | | word_freq_business > 0.31 : 0 (3.0) Subtree [S8] capital_run_length_longest <= 4 : 0 (4.0/1.0) capital_run_length_longest > 4 : 1 (3.0) Subtree [S9] capital_run_length_longest <= 14 : 0 (2.0) capital_run_length_longest > 14 : 1 (3.0/1.0) Simplified Decision Tree: word_freq_remove <= 0 : | char_freq_$ <= 0.055 : | | word_freq_000 <= 0.25 : | | | char_freq_! <= 0.376 : | | | | word_freq_font <= 0.12 : | | | | | word_freq_money <= 0.02 : | | | | | | word_freq_free <= 0.02 : | | | | | | | word_freq_internet <= 0.53 : | | | | | | | | word_freq_george > 0 : 0 (597.0/1.4) | | | | | | | | word_freq_george <= 0 : | | | | | | | | | word_freq_hpl > 0.44 : 0 (265.0/1.4) | | | | | | | | | word_freq_hpl <= 0.44 : | | | | | | | | | | word_freq_650 <= 0.26 : | | | | | | | | | | | word_freq_our <= 0.71 : 0 (1044.0/61.8) | | | | | | | | | | | word_freq_our > 0.71 : | | | | | | | | | | | | word_freq_email > 0.42 : 1 (4.0/1.2) | | | | | | | | | | | | word_freq_email <= 0.42 :[S1] | | | | | | | | | | word_freq_650 > 0.26 : | | | | | | | | | | | word_freq_pm > 0.42 : 1 (6.0/2.3) | | | | | | | | | | | word_freq_pm <= 0.42 : | | | | | | | | | | | | word_freq_edu <= 0.31 :[S2] | | | | | | | | | | | | word_freq_edu > 0.31 :[S3] | | | | | | | word_freq_internet > 0.53 : | | | | | | | | word_freq_our > 0.85 : 1 (7.0/1.3) | | | | | | | | word_freq_our <= 0.85 : | | | | | | | | | word_freq_your <= 2.08 : 0 (39.0/3.8) | | | | | | | | | word_freq_your > 2.08 : 1 (3.0/2.1) | | | | | | word_freq_free > 0.02 : | | | | | | | word_freq_george > 0 : 0 (36.0/1.4) | | | | | | | word_freq_george <= 0 : | | | | | | | | word_freq_our <= 1.13 : | | | | | | | | | word_freq_receive > 0.22 : 1 (10.0/3.5) | | | | | | | | | word_freq_receive <= 0.22 : | | | | | | | | | | word_freq_1999 > 0.07 : 0 (53.0/3.8) | | | | | | | | | | word_freq_1999 <= 0.07 : | | | | | | | | | | | word_freq_people > 0.19 : 0 (16.0/1.3) | | | | | | | | | | | word_freq_people <= 0.19 : | | | | | | | | | | | | word_freq_cs > 0.08 : 0 (5.0/1.2) | | | | | | | | | | | | word_freq_cs <= 0.08 :[S4] | | | | | | | | word_freq_our > 1.13 : | | | | | | | | | word_freq_meeting > 0.03 : 0 (3.0/1.1) | | | | | | | | | word_freq_meeting <= 0.03 : | | | | | | | | | | word_freq_people > 0.62 : 0 (2.0/1.0) | | | | | | | | | | word_freq_people <= 0.62 : | | | | | | | | | | | char_freq_! <= 0.279 : 1 (24.0/1.3) | | | | | | | | | | | char_freq_! > 0.279 : 0 (2.0/1.0) | | | | | word_freq_money > 0.02 : | | | | | | word_freq_hp > 0.08 : 0 (13.0/1.3) | | | | | | word_freq_hp <= 0.08 : | | | | | | | word_freq_edu > 0.08 : 0 (9.0/1.3) | | | | | | | word_freq_edu <= 0.08 : | | | | | | | | word_freq_george > 0.19 : 0 (4.0/1.2) | | | | | | | | word_freq_george <= 0.19 : | | | | | | | | | capital_run_length_longest <= 9 : 0 (6.0/2.3) | | | | | | | | | capital_run_length_longest > 9 : 1 (23.0/1.3) | | | | word_freq_font > 0.12 : | | | | | char_freq_; > 0.895 : 0 (12.0/1.3) | | | | | char_freq_; <= 0.895 : | | | | | | word_freq_edu <= 0.09 : 1 (16.0/1.3) | | | | | | word_freq_edu > 0.09 : 0 (4.0/1.2) | | | char_freq_! > 0.376 : | | | | capital_run_length_total <= 64 : | | | | | word_freq_free > 0.77 : 1 (19.0/1.3) | | | | | word_freq_free <= 0.77 : | | | | | | capital_run_length_average <= 2.632 : | | | | | | | char_freq_! <= 0.824 : 0 (79.0/3.8) | | | | | | | char_freq_! > 0.824 : | | | | | | | | word_freq_business > 0.5 : 1 (4.0/1.2) | | | | | | | | word_freq_business <= 0.5 : | | | | | | | | | word_freq_re > 0.34 : 0 (12.0/1.3) | | | | | | | | | word_freq_re <= 0.34 : | | | | | | | | | | word_freq_george > 1.25 : 0 (4.0/1.2) | | | | | | | | | | word_freq_george <= 1.25 : | | | | | | | | | | | word_freq_you > 1.23 : 1 (10.0/2.4) | | | | | | | | | | | word_freq_you <= 1.23 :[S5] | | | | | | capital_run_length_average > 2.632 : | | | | | | | word_freq_85 > 1.31 : 0 (2.0/1.0) | | | | | | | word_freq_85 <= 1.31 : | | | | | | | | word_freq_re > 0.6 : 0 (4.0/1.2) | | | | | | | | word_freq_re <= 0.6 : | | | | | | | | | word_freq_will <= 0.8 : 1 (13.0/2.5) | | | | | | | | | word_freq_will > 0.8 : 0 (4.0/2.2) | | | | capital_run_length_total > 64 : | | | | | word_freq_pm > 0.04 : 0 (10.0/2.4) | | | | | word_freq_pm <= 0.04 : | | | | | | char_freq_! <= 0.564 : | | | | | | | char_freq_( <= 0.142 : 1 (24.0/2.5) | | | | | | | char_freq_( > 0.142 : | | | | | | | | word_freq_addresses > 0.09 : 1 (6.0/1.2) | | | | | | | | word_freq_addresses <= 0.09 : | | | | | | | | | char_freq_[ <= 0.042 : 0 (10.0/2.4) | | | | | | | | | char_freq_[ > 0.042 : 1 (2.0/1.0) | | | | | | char_freq_! > 0.564 : | | | | | | | char_freq_! <= 2.362 : 1 (106.0/2.6) | | | | | | | char_freq_! > 2.362 : | | | | | | | | word_freq_re > 0.24 : 1 (2.0/1.0) | | | | | | | | word_freq_re <= 0.24 : | | | | | | | | | word_freq_all <= 0.14 : 1 (4.0/1.2) | | | | | | | | | word_freq_all > 0.14 : 0 (3.0/1.1) | | word_freq_000 > 0.25 : | | | char_freq_( > 0.6 : 0 (3.0/1.1) | | | char_freq_( <= 0.6 : | | | | word_freq_hp > 0.67 : 0 (3.0/2.1) | | | | word_freq_hp <= 0.67 : | | | | | capital_run_length_total > 148 : 1 (36.0/1.4) | | | | | capital_run_length_total <= 148 : | | | | | | word_freq_edu > 0.16 : 0 (2.0/1.0) | | | | | | word_freq_edu <= 0.16 : | | | | | | | word_freq_your <= 1.36 : 1 (9.0/1.3) | | | | | | | word_freq_your > 1.36 : 0 (2.0/1.0) | char_freq_$ > 0.055 : | | word_freq_hp > 0.39 : 0 (60.0/2.6) | | word_freq_hp <= 0.39 : | | | capital_run_length_longest <= 9 : | | | | word_freq_email > 1.49 : 1 (7.0/1.3) | | | | word_freq_email <= 1.49 : | | | | | word_freq_credit > 0.15 : 1 (2.0/1.0) | | | | | word_freq_credit <= 0.15 : | | | | | | word_freq_free <= 0.68 : 0 (19.0/1.3) | | | | | | word_freq_free > 0.68 : | | | | | | | word_freq_our <= 0.31 : 1 (3.0/1.1) | | | | | | | word_freq_our > 0.31 : 0 (2.0/1.0) | | | capital_run_length_longest > 9 : | | | | word_freq_1999 <= 0 : 1 (472.0/20.6) | | | | word_freq_1999 > 0 : | | | | | word_freq_edu > 0.26 : 0 (8.0/1.3) | | | | | word_freq_edu <= 0.26 : | | | | | | capital_run_length_average > 3.138 : 1 (16.0/1.3) | | | | | | capital_run_length_average <= 3.138 : | | | | | | | word_freq_money <= 0.2 : 0 (4.0/1.2) | | | | | | | word_freq_money > 0.2 : 1 (3.0/1.1) word_freq_remove > 0 : | word_freq_hp <= 0.19 : | | word_freq_edu <= 0.07 : 1 (666.0/21.7) | | word_freq_edu > 0.07 : | | | word_freq_money <= 0.04 : 0 (6.0/2.3) | | | word_freq_money > 0.04 : 1 (29.0/1.4) | word_freq_hp > 0.19 : | | word_freq_our <= 0.3 : 0 (15.0/2.5) | | word_freq_our > 0.3 : | | | capital_run_length_average <= 2.689 : 0 (3.0/2.1) | | | capital_run_length_average > 2.689 : 1 (10.0/1.3) Subtree [S1] word_freq_your > 2.59 : 1 (5.0/2.3) word_freq_your <= 2.59 : | word_freq_mail <= 0.32 : | | capital_run_length_longest <= 10 : 0 (49.0/2.6) | | capital_run_length_longest > 10 : | | | word_freq_hp > 0.11 : 0 (9.0/1.3) | | | word_freq_hp <= 0.11 : | | | | word_freq_make > 0.08 : 0 (2.0/1.0) | | | | word_freq_make <= 0.08 : | | | | | capital_run_length_longest <= 15 : 0 (3.0/2.1) | | | | | capital_run_length_longest > 15 : 1 (4.0/1.2) | word_freq_mail > 0.32 : | | word_freq_mail <= 0.6 : 1 (2.0/1.0) | | word_freq_mail > 0.6 : 0 (2.0/1.0) Subtree [S2] word_freq_650 <= 5.88 : 0 (39.0/2.6) word_freq_650 > 5.88 : 1 (2.0/1.0) Subtree [S3] capital_run_length_average <= 2.517 : 1 (5.0/1.2) capital_run_length_average > 2.517 : 0 (4.0/2.2) Subtree [S4] word_freq_project > 0.07 : 0 (10.0/1.3) word_freq_project <= 0.07 : | word_freq_technology > 0.09 : 1 (9.0/1.3) | word_freq_technology <= 0.09 : | | word_freq_make > 0.28 : 0 (7.0/1.3) | | word_freq_make <= 0.28 : | | | char_freq_! <= 0.039 : | | | | char_freq_! > 0.008 : 0 (2.0/1.0) | | | | char_freq_! <= 0.008 : | | | | | char_freq_[ > 0.04 : 0 (2.0/1.0) | | | | | char_freq_[ <= 0.04 : | | | | | | word_freq_650 > 0.22 : 1 (2.0/1.0) | | | | | | word_freq_650 <= 0.22 : | | | | | | | char_freq_# > 0 : 1 (3.0/2.1) | | | | | | | char_freq_# <= 0 : | | | | | | | | word_freq_you > 0.52 : 0 (23.0/2.5) | | | | | | | | word_freq_you <= 0.52 : | | | | | | | | | capital_run_length_longest <= 4 : 0 (4.0/2.2) | | | | | | | | | capital_run_length_longest > 4 : 1 (4.0/1.2) | | | char_freq_! > 0.039 : | | | | word_freq_make > 0.07 : 0 (2.0/1.0) | | | | word_freq_make <= 0.07 : | | | | | char_freq_# > 0.055 : 0 (2.0/1.0) | | | | | char_freq_# <= 0.055 : | | | | | | word_freq_address > 0.79 : 0 (2.0/1.0) | | | | | | word_freq_address <= 0.79 : | | | | | | | word_freq_will <= 0.83 : 1 (22.0/3.7) | | | | | | | word_freq_will > 0.83 : 0 (3.0/2.1) Subtree [S5] capital_run_length_total <= 3 : 1 (2.0/1.0) capital_run_length_total > 3 : 0 (15.0/3.7) Tree saved Evaluation on training data (4141 items): Before Pruning After Pruning ---------------- --------------------------- Size Errors Size Errors Estimate 319 84( 2.0%) 191 127( 3.1%) ( 6.2%) <<