=== Run information ===
Scheme: weka.classifiers.rules.JRip -F 3 -N 2.0 -O 2 -S 1
Relation: wisp_mc_uttrClassify-weka.filters.unsupervised.attribute.Remove-R35-weka.filters.unsupervised.attribute.Remove-R1,4-5,7,9-33
Instances: 3000
Attributes: 6
ic.geodetic_latitude
ic.longitude
ic.inertial_tc_azimuth
body.core.mass.properties.inertia[0][0]
LoD
Symbol
Test mode: 10-fold cross-validation
=== Classifier model (full training set) ===
JRIP rules:
===========
( LoD <= 0.224507) and ( LoD >= 0.073207) and ( LoD <= 0.157616) and ( ic.longitude <= -156.184771) and ( ic.inertial_tc_azimuth <= 48.427553) and ( ic.geodetic_latitude <= -1.595183) => Symbol=_1 (25.0/7.0)
( ic.geodetic_latitude <= -5.071547) and ( ic.longitude <= -166.431837) and ( LoD <= 0.269536) and ( LoD >= 0.056924) and ( ic.inertial_tc_azimuth <= 54.773495) => Symbol=_1 (26.0/11.0)
( body.core.mass.properties.inertia[0][0] <= 12627.75902) and ( ic.inertial_tc_azimuth >= 50.760741) and ( ic.geodetic_latitude <= 9.35147) and ( LoD >= 0.061192) and ( LoD <= 0.213273) => Symbol=_4 (32.0/11.0)
( body.core.mass.properties.inertia[0][0] <= 12724.35576) and ( ic.inertial_tc_azimuth <= 38.105103) and ( ic.longitude <= -154.255942) and ( ic.geodetic_latitude >= 4.540173) and ( ic.longitude >= -157.420296) => Symbol=_4 (17.0/6.0)
( body.core.mass.properties.inertia[0][0] <= 12724.35576) and ( ic.inertial_tc_azimuth >= 53.911759) and ( ic.geodetic_latitude <= 2.72268) and ( LoD >= 0.303884) and ( LoD <= 0.350814) and ( ic.geodetic_latitude >= -3.078319) => Symbol=_4 (11.0/1.0)
( ic.inertial_tc_azimuth >= 56.054021) and ( ic.geodetic_latitude <= 4.339279) and ( LoD >= 0.028567) and ( ic.longitude >= -154.159409) => Symbol=_7 (36.0/8.0)
( ic.inertial_tc_azimuth <= 31.429629) and ( ic.longitude <= -162.747939) and ( LoD >= 0.271544) and ( ic.geodetic_latitude >= 7.031419) and ( LoD <= 0.373874) => Symbol=_7 (37.0/6.0)
( ic.inertial_tc_azimuth >= 58.320042) and ( ic.geodetic_latitude <= 1.000316) and ( LoD >= 0.047736) and ( ic.geodetic_latitude <= -6.139792) => Symbol=_7 (17.0/2.0)
( ic.inertial_tc_azimuth <= 31.429629) and ( ic.longitude <= -168.303352) and ( body.core.mass.properties.inertia[0][0] <= 13360.23684) and ( LoD >= 0.271544) => Symbol=_7 (18.0/2.0)
( ic.inertial_tc_azimuth >= 56.641277) and ( ic.geodetic_latitude <= -0.119131) and ( LoD >= 0.249404) and ( body.core.mass.properties.inertia[0][0] <= 12834.63678) => Symbol=_7 (8.0/0.0)
( ic.geodetic_latitude <= -7.177675) and ( ic.inertial_tc_azimuth >= 51.49036) and ( LoD >= 0.0547) and ( ic.longitude >= -162.716762) and ( ic.inertial_tc_azimuth >= 54.063531) => Symbol=_7 (10.0/1.0)
( ic.inertial_tc_azimuth <= 32.903963) and ( ic.longitude <= -161.409526) and ( body.core.mass.properties.inertia[0][0] <= 11220.83977) and ( LoD >= 0.259407) and ( ic.geodetic_latitude >= 3.559225) => Symbol=_7 (7.0/0.0)
( LoD <= 0) => Symbol=_8 (312.0/17.0)
( body.core.mass.properties.inertia[0][0] >= 13092.38187) and ( LoD <= 0.268125) and ( LoD <= 0.142647) and ( ic.longitude >= -171.463824) => Symbol=_5 (53.0/8.0)
( body.core.mass.properties.inertia[0][0] >= 13084.76107) and ( ic.geodetic_latitude <= -2.02986) and ( ic.inertial_tc_azimuth >= 45.911381) and ( LoD <= 0.288552) => Symbol=_5 (42.0/6.0)
( body.core.mass.properties.inertia[0][0] >= 13009.63054) and ( ic.inertial_tc_azimuth <= 32.772255) and ( ic.longitude <= -160.361229) and ( ic.inertial_tc_azimuth >= 31.426868) and ( ic.longitude <= -171.140448) => Symbol=_5 (13.0/0.0)
( body.core.mass.properties.inertia[0][0] >= 13011.88249) and ( ic.inertial_tc_azimuth <= 36.894702) and ( ic.longitude <= -160.404299) and ( LoD <= 0.314522) => Symbol=_5 (49.0/16.0)
( body.core.mass.properties.inertia[0][0] >= 13270.95296) and ( ic.inertial_tc_azimuth >= 55.687219) and ( ic.geodetic_latitude <= 9.31087) => Symbol=_5 (85.0/30.0)
( body.core.mass.properties.inertia[0][0] >= 12928.07502) and ( ic.inertial_tc_azimuth <= 33.107748) and ( ic.longitude <= -159.919033) and ( ic.geodetic_latitude <= 5.902903) and ( LoD >= 0.349036) and ( ic.longitude >= -172.287912) => Symbol=_5 (18.0/3.0)
( ic.inertial_tc_azimuth <= 34.136211) and ( ic.geodetic_latitude >= 7.165343) and ( body.core.mass.properties.inertia[0][0] >= 12692.44599) and ( ic.longitude <= -152.190665) => Symbol=_5 (61.0/26.0)
( body.core.mass.properties.inertia[0][0] >= 12692.44599) and ( ic.geodetic_latitude <= -1.306905) and ( ic.inertial_tc_azimuth >= 46.054593) and ( ic.longitude >= -162.457214) and ( ic.inertial_tc_azimuth >= 50.394914) and ( ic.longitude <= -147.909889) and ( body.core.mass.properties.inertia[0][0] <= 19427.74012) => Symbol=_5 (18.0/2.0)
( body.core.mass.properties.inertia[0][0] >= 12928.07502) and ( ic.inertial_tc_azimuth <= 38.013679) and ( ic.longitude <= -159.919033) and ( ic.geodetic_latitude >= 10.133007) => Symbol=_5 (27.0/11.0)
( ic.geodetic_latitude >= 7.310537) and ( ic.inertial_tc_azimuth <= 41.70879) and ( LoD <= 0.356807) => Symbol=_3 (206.0/84.0)
( ic.inertial_tc_azimuth >= 54.083801) and ( ic.inertial_tc_azimuth >= 57.550769) and ( body.core.mass.properties.inertia[0][0] >= 12692.28313) => Symbol=_3 (66.0/31.0)
( ic.inertial_tc_azimuth >= 49.715883) and ( ic.geodetic_latitude <= 9.013485) and ( LoD >= 0.267953) and ( ic.longitude >= -159.137208) and ( ic.geodetic_latitude >= -0.961907) and ( ic.longitude <= -148.442689) => Symbol=_3 (47.0/13.0)
=> Symbol=_0 (1759.0/695.0)
Number of Rules : 26
Time taken to build model: 4.31 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 1829 60.9667 %
Incorrectly Classified Instances 1171 39.0333 %
Kappa statistic 0.4626
Mean absolute error 0.121
Root mean squared error 0.2533
Relative absolute error 68.4883 %
Root relative squared error 85.2434 %
Total Number of Instances 3000
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure Class
0.132 0.006 0.5 0.132 0.209 _4
0.485 0.016 0.643 0.485 0.553 _7
0 0 0 0 0 _2
0.262 0.058 0.473 0.262 0.337 _3
1 0.007 0.943 1 0.97 _8
0.965 0.416 0.58 0.965 0.724 _0
0.59 0.055 0.586 0.59 0.588 _5
0 0 0 0 0 _6
0.257 0.006 0.5 0.257 0.34 _1
=== Confusion Matrix ===
a b c d e f g h i <-- classified as
16 8 0 28 2 62 1 0 4 | a = _4
6 83 0 12 1 31 38 0 0 | b = _7
1 0 0 29 3 243 10 0 5 | c = _2
3 2 0 130 9 301 52 0 0 | d = _3
0 0 0 0 296 0 0 0 0 | e = _8
2 0 0 22 2 1079 9 0 4 | f = _0
0 24 0 40 1 74 207 0 5 | g = _5
4 12 0 14 0 30 25 0 0 | h = _6
0 0 0 0 0 41 11 0 18 | i = _1