------------------------------------------------------------------- Welcome to TARZAN (Version 2.1) Copyright (c) 2001 Tim Menzies (tim@menzies.com) Copy policy: GPL-2 (see www.gnu.org) ...while on high, our hero watches for the right chance to strike! ------------------------------------------------------------------- skew=3 default: Now=true default: Changes=true Read 506 cases (13 attributes) from housing.data Worth=1.000000 Granularity=4; Promising=7.000000; Useful=1.800000 Treatment:[No Treatment] 0:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 148 - 29%] 1:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 146 - 29%] 2:~~~~~~~~~~~~~~~~~~~~~ [ 108 - 21%] 3:~~~~~~~~~~~~~~~~~~~~~ [ 104 - 21%] deltaf distribution: -12:~~~~~~~ [ 1 - 2%] -11:~~~~~~~~~~~~~~~ [ 2 - 4%] -10:~~~~~~~~~~~~~~~~~~~~~~ [ 3 - 6%] -9:~~~~~~~~~~~~~~~ [ 2 - 4%] -8:~~~~~~~~~~~~~~~ [ 2 - 4%] -7:~~~~~~~~~~~~~~~ [ 2 - 4%] -5:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 4 - 8%] -4:~~~~~~~~~~~~~~~ [ 2 - 4%] -2:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 4 - 8%] -1:~~~~~~~~~~~~~~~ [ 2 - 4%] 0:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 4 - 8%] 1:~~~~~~~~~~~~~~~~~~~~~~ [ 3 - 6%] 2:~~~~~~~ [ 1 - 2%] 3:~~~~~~~~~~~~~~~ [ 2 - 4%] 4:~~~~~~~~~~~~~~~ [ 2 - 4%] 5:~~~~~~~ [ 1 - 2%] 7:~~~~~~~~~~~~~~~~~~~~~~ [ 3 - 6%] 8:~~~~~~~~~~~~~~~~~~~~~~ [ 3 - 6%] 11:~~~~~~~ [ 1 - 2%] 15:~~~~~~~~~~~~~~~ [ 2 - 4%] 16:~~~~~~~ [ 1 - 2%] 18:~~~~~~~ [ 1 - 2%] 20:~~~~~~~ [ 1 - 2%] 21:~~~~~~~ [ 1 - 2%] !!! Attribute not promising: [CHAS] [DIS] [RAD] [B] Treatments learned on housing.data: worth=1.807512 [AGE=[2.900000..39.000000)] [LSTAT=[1.730000..7.190000)] worth=1.923516 [CRIM=[0.006320..0.082210)] [LSTAT=[1.730000..7.190000)] worth=2.024097 [NOX=[0.431000..0.489000)] [LSTAT=[1.730000..7.190000)] worth=2.191762 [RM=[6.631000..8.790000)] [LSTAT=[1.730000..7.190000)] worth=2.235847 [CRIM=[0.006320..0.082210)] [RM=[6.631000..8.790000)] worth=2.253762 [RM=[6.631000..8.790000)] [AGE=[2.900000..39.000000)] worth=2.313071 [INDUS=[2.310000..4.390000)] [RM=[6.631000..8.790000)] worth=2.344329 [RM=[6.631000..8.790000)] [PTRATIO=[12.600000..15.600000)] Worth=1.807512 Granularity=4; Promising=7.000000; Useful=1.800000 Treatment:[ AGE=[2.900000..39.000000) LSTAT=[1.730000..7.190000)] 0: [ 0 - 0%] 1:~~~ [ 4 - 6%] 2:~~~~~~~~~~~~~~~~~~~~~ [ 27 - 39%] 3:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 38 - 55%] Worth=1.923516 Granularity=4; Promising=7.000000; Useful=1.800000 Treatment:[ CRIM=[0.006320..0.082210) LSTAT=[1.730000..7.190000)] 0: [ 0 - 0%] 1:~~ [ 3 - 4%] 2:~~~~~~~~~~~~~~ [ 21 - 31%] 3:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 43 - 64%] Worth=2.024097 Granularity=4; Promising=7.000000; Useful=1.800000 Treatment:[ NOX=[0.431000..0.489000) LSTAT=[1.730000..7.190000)] 0: [ 0 - 0%] 1: [ 1 - 2%] 2:~~~~~~~~~~~ [ 13 - 27%] 3:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 35 - 71%] Worth=2.191762 Granularity=4; Promising=7.000000; Useful=1.800000 Treatment:[ RM=[6.631000..8.790000) LSTAT=[1.730000..7.190000)] 0: [ 0 - 0%] 1: [ 2 - 2%] 2:~~~~ [ 10 - 12%] 3:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 72 - 86%] Worth=2.235847 Granularity=4; Promising=7.000000; Useful=1.800000 Treatment:[ CRIM=[0.006320..0.082210) RM=[6.631000..8.790000)] 0: [ 0 - 0%] 1: [ 0 - 0%] 2:~~~~ [ 6 - 12%] 3:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 45 - 88%] Worth=2.253762 Granularity=4; Promising=7.000000; Useful=1.800000 Treatment:[ RM=[6.631000..8.790000) AGE=[2.900000..39.000000)] 0: [ 0 - 0%] 1: [ 0 - 0%] 2:~~~ [ 4 - 10%] 3:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 35 - 90%] Worth=2.313071 Granularity=4; Promising=7.000000; Useful=1.800000 Treatment:[ INDUS=[2.310000..4.390000) RM=[6.631000..8.790000)] 0: [ 0 - 0%] 1: [ 0 - 0%] 2:~ [ 2 - 5%] 3:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 36 - 95%] Worth=2.344329 Granularity=4; Promising=7.000000; Useful=1.800000 Treatment:[ RM=[6.631000..8.790000) PTRATIO=[12.600000..15.600000)] 0: [ 0 - 0%] 1: [ 0 - 0%] 2: [ 1 - 3%] 3:~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ [ 37 - 97%] run time: 0 sec