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=== Run information ===
Scheme: weka.clusterers.SimpleKMeans -init 0 -max-candidates 100 -periodic-pruning 10000 -min-density 2.0 -t1 -1.25 -t2 -1.0 -N 5 -A "weka.core.EuclideanDistance -R first-last" -I 500 -num-slots 1 -S 10
Relation: KMeans
Instances: 4466
Attributes: 531
[list of attributes omitted]
Test mode: evaluate on training data
=== Clustering model (full training set) ===
kMeans
======
Number of iterations: 20
Within cluster sum of squared errors: 17635.691971769487
Initial starting points (random):
Cluster 0: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 1: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 2: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0
Cluster 3: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 4: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Missing values globally replaced with mean/mode
Final cluster centroids:
Cluster#
Attribute Full Data 0 1 2 3 4
(4466.0) (553.0) (1494.0) (290.0) (1354.0) (775.0)
===========================================================================================
ab_exerciser 0.0022 0 0.0033 0 0.003 0.0013
accesspoint 0 0 0 0 0 0
action_figure 0.0083 0.0036 0.0054 0 0.0148 0.009
adhesive_tool 0.0002 0 0 0 0 0.0013
aftershave_cream 0.0018 0.0072 0.0007 0.0103 0 0
aftershave_lotion 0.0007 0.0036 0 0.0034 0 0
aftershave_splash 0 0 0 0 0 0
air_freshener 0.0016 0.0108 0.0007 0 0 0
album 0 0 0 0 0 0
all_purpose_cleaner 0.0009 0 0.0013 0 0.0007 0.0013
allinone_desktop 0 0 0 0 0 0
anti_ageing 0.0043 0.0145 0.0007 0.0069 0.0052 0.0013
apparels_combo 0.0013 0.0018 0.0027 0 0.0007 0
apron 0.0018 0 0.0007 0 0.0052 0
art_craft_kit 0.0083 0.0036 0.0087 0.0034 0.0133 0.0039
art_set 0.0016 0.0036 0.0013 0.0034 0.0015 0
artificial_nail 0 0 0 0 0 0
audioplayer 0.0103 0.0127 0.006 0.0172 0.0096 0.0155
av_media 0.1017 0.1447 0.0562 0.131 0.0583 0.2232
baby_care_combo 0.0011 0 0.0013 0 0.0015 0.0013
baby_carrier_cuddler 0.0011 0 0.002 0 0.0015 0
baby_food_maker 0 0 0 0 0 0
baby_monitor 0 0 0 0 0 0
baby_proofing 0.0004 0 0 0 0.0007 0.0013
baby_rattle 0.0029 0 0.0067 0 0.0015 0.0013
babydoll 0.0004 0 0 0.0069 0 0
backpack 0.0515 0.0145 0.0482 0.0138 0.0694 0.0671
bag 0.0038 0.0036 0.0013 0.0069 0.003 0.009
bags 0.0128 0.0054 0.0114 0.0103 0.0155 0.0168
ball 0.028 0.009 0.0268 0.0034 0.0451 0.0232
balloon 0 0 0 0 0 0
band 0.0007 0 0 0 0.0015 0.0013
bandana 0 0 0 0 0 0
bangle_bracelet_armlet 0.0002 0 0 0 0 0.0013
banner 0.0004 0.0018 0.0007 0 0 0
bar 0.0034 0 0.0033 0 0.0059 0.0026
bat 0.0083 0 0.008 0 0.014 0.0077
bath_brush 0.0009 0.0054 0 0.0034 0 0
bath_bubble 0 0 0 0 0 0
bath_essential_oil 0.0114 0.0127 0.006 0.0207 0.0096 0.0206
bath_glove 0 0 0 0 0 0
bath_robe 0.0007 0 0.0013 0 0.0007 0
bath_salt 0 0 0 0 0 0
bath_sponge 0.0002 0 0.0007 0 0 0
bath_towel 0.0099 0 0.0161 0 0.0096 0.009
bath_toy 0.0011 0 0.0013 0 0.0022 0
bath_tub 0.0004 0 0.0007 0 0.0007 0
battery 0.002 0.0054 0.0033 0.0034 0 0
battery_charger 0.0499 0.0868 0.0455 0.0586 0.0443 0.0387
bed_cover 0.0009 0 0.0007 0 0.0015 0.0013
bedding_set 0.0007 0 0.0007 0 0.0015 0
bedsheet 0.0206 0.0072 0.0248 0.0172 0.0222 0.0206
bell 0.0011 0.0018 0.0013 0.0034 0 0.0013
belt 0.0119 0.0018 0.0154 0.0069 0.0118 0.0142
bib 0.0007 0 0.0007 0 0.0015 0
binocular 0.0013 0.0036 0.0007 0 0.0015 0.0013
blanket 0.0025 0 0.0027 0 0.0052 0
blazer 0.0009 0 0.0013 0 0.0015 0
block_construction 0.0056 0.0054 0.0087 0 0.0044 0.0039
bloomer_drawer 0 0 0 0 0 0
blouse 0.0002 0 0 0 0 0.0013
bluetooth_headset 0.0002 0 0 0 0.0007 0
blush 0.0016 0.0054 0.0013 0 0.0007 0.0013
board 0.0029 0 0.0047 0 0.0037 0.0013
board_game 0.0094 0.0072 0.0127 0 0.0096 0.0077
body_fat_analyzer 0.0004 0 0 0 0.0015 0
body_skin_treatment 0.0083 0.0398 0.002 0.0276 0.003 0
body_wash 0.0052 0.0163 0.0027 0.0069 0.0015 0.0077
bodysuit_sleepsuit 0.0016 0 0.0007 0.0034 0.003 0.0013
book 0.7524 0.0362 0.9491 0.0966 0.8988 0.8735
boom_box 0.0002 0 0 0 0.0007 0
bottle 0.0013 0 0.002 0 0.0015 0.0013
bottle_cleaner 0 0 0 0 0 0
bottle_cover 0.0002 0 0 0 0.0007 0
bouncer 0.0013 0 0.0013 0 0.0015 0.0026
boxer 0.0083 0 0.0114 0.0034 0.0118 0.0039
bp_monitor 0.006 0.0163 0.0027 0.0241 0.0022 0.0052
bra 0.0177 0.0036 0.0248 0.0034 0.0229 0.0103
brake_shoe 0.0004 0 0.0007 0 0 0.0013
breast_nipple_care 0.0009 0 0.0013 0 0.0015 0
breast_pump 0.0007 0 0.0007 0 0.0007 0.0013
brief 0.0269 0.0072 0.0408 0.0207 0.0303 0.0103
brush_applicator 0.0018 0.0072 0.002 0 0.0007 0
brush_duster_shiner 0.0007 0 0 0 0.0015 0.0013
calculator 0.0155 0.0271 0.0074 0.0241 0.0126 0.0245
cam_remote_control 0.0002 0 0.0007 0 0 0
camera 0.0199 0.0199 0.0134 0.0276 0.0155 0.0374
camera_bag 0.0047 0.0036 0.0027 0.0034 0.0066 0.0065
camera_battery_charger 0.0009 0 0.0007 0 0.0007 0.0026
camisole_slip 0.006 0 0.0114 0.0034 0.0066 0
candle 0 0 0 0 0 0
canvas 0 0 0 0 0 0
cap 0.0058 0.0018 0.0074 0 0.0089 0.0026
capri 0.0036 0.0036 0.006 0.0034 0.0015 0.0026
car_accessory 0 0 0 0 0 0
car_charger 0.0069 0.0108 0.0114 0.0034 0.0044 0.0013
car_cradle 0.0043 0 0.0027 0 0.0015 0.0168
car_kit 0.0009 0.0018 0 0 0 0.0039
car_seat 0.0004 0 0.0007 0 0 0.0013
carabiner 0 0 0 0 0 0
card 0 0 0 0 0 0
card_game 0.0058 0 0.0067 0 0.0052 0.0116
card_holder 0.0002 0 0 0 0 0.0013
cardigan 0 0 0 0 0 0
cargo 0.0002 0 0 0 0.0007 0
carpet_rug 0.0004 0 0 0 0.0015 0
cases_covers 0.1153 0.4756 0.0214 0.4103 0.0236 0.089
cello_tape_tape_disp 0 0 0 0 0 0
chair 0.0002 0 0.0007 0 0 0
churidar 0.0011 0.0036 0.002 0 0 0
cleaning_and_care 0 0 0 0 0 0
cleanser 0.0029 0.0163 0.0007 0.0034 0.0015 0
clip 0 0 0 0 0 0
clutch 0.002 0 0.0013 0 0.003 0.0039
coaster 0 0 0 0 0 0
coat 0.0002 0 0.0007 0 0 0
coffee_maker 0.0056 0.009 0.0047 0.0138 0.003 0.0065
coin 0 0 0 0 0 0
color_pencil 0.0018 0.0018 0.0027 0 0.0007 0.0026
combo_gift_set 0.0038 0.0145 0.002 0.0069 0.0015 0.0026
combo_kit 0.0058 0.0235 0 0.0345 0.0022 0
compact 0.004 0.0163 0.002 0.0069 0.003 0
compact_mirror 0 0 0 0 0 0
compass 0.0002 0 0 0 0.0007 0
computer 0.0228 0.0235 0.0174 0.031 0.0244 0.0271
concealer 0.0027 0.0127 0.0013 0.0069 0 0.0013
conditioner 0.0027 0.0108 0.0013 0.0069 0.0015 0
confetti_streamer 0.0002 0 0.0007 0 0 0
cooler 0.0013 0.0054 0 0.0034 0 0.0026
cooling_pad 0.0096 0.0145 0.002 0.0069 0.0074 0.0258
cot_bassinet 0.0002 0 0.0007 0 0 0
cotton_ball_pad_bud 0.0004 0 0 0 0.0015 0
cover 0.0013 0 0.0007 0 0.003 0.0013
crayon 0.0007 0.0018 0 0 0.0007 0.0013
crib_cradle 0.0011 0 0.002 0 0.0015 0
crib_toy_play_gym 0.0016 0 0.0033 0 0.0007 0.0013
cufflink_tie_pin 0.0002 0 0 0 0.0007 0
curtain 0.0045 0.0018 0.0054 0 0.0044 0.0065
cushion_pillow_cover 0.002 0 0.0033 0.0069 0.0015 0
dart 0.0004 0 0.0007 0 0.0007 0
data_cable 0.0184 0.0452 0.0067 0.0448 0.0066 0.0323
datacard 0.0497 0.1483 0.0234 0.1414 0.0251 0.0387
decoration 0.0002 0 0 0 0.0007 0
deodorant 0.0329 0.1374 0.0114 0.1 0.0133 0.009
desk_organizer 0.0034 0.009 0.0013 0.0034 0.0015 0.0065
diaper 0.0882 0.0741 0.0877 0.0897 0.0975 0.0826
diaper_bag 0.0004 0 0.0007 0 0 0.0013
diary_notebook 0.0228 0.0542 0.0094 0.0345 0.0192 0.0284
digital_thermometer 0.002 0.0054 0 0.0034 0.003 0.0013
diwan_set 0.0013 0 0.0027 0 0.0015 0
dog_tag 0 0 0 0 0 0
doll_doll_house 0.009 0 0.0087 0.0034 0.0118 0.0129
dress 0.0161 0.0036 0.0248 0.0034 0.0155 0.0142
drying_rack 0 0 0 0 0 0
duffel_bag 0.0114 0.0072 0.008 0.0069 0.017 0.0129
dumbbell 0.002 0 0.002 0 0.0037 0.0013
dungaree_romper 0.0004 0 0.0013 0 0 0
dupatta 0.0007 0 0.0007 0 0.0015 0
duvet_cover 0.0004 0 0 0 0.0007 0.0013
ear_and_nose_plug 0.0007 0 0 0 0.0022 0
earring 0.0013 0 0.0013 0 0.0007 0.0039
education_reference 0.0002 0 0 0.0034 0 0
educational_media 0.0016 0 0 0.0034 0.0022 0.0039
electric_cooker 0.0074 0.0072 0.0067 0.0069 0.0066 0.0103
electric_kettle 0.0085 0.0127 0.0094 0.0207 0.003 0.009
electric_toothbrush 0.002 0.0054 0.002 0.0034 0.0015 0
emergency_light 0.0114 0.0199 0.0087 0.031 0.0066 0.0116
encyclopedia 0 0 0 0 0 0
eraser 0.0004 0.0018 0 0 0 0.0013
ethnic_set 0.0025 0 0.0054 0 0.0015 0.0013
examination_pad 0.0007 0 0.0013 0.0034 0 0
extended_warranty 0.0083 0.047 0 0.0379 0 0
external_dvd_writer 0.0013 0.0018 0.0007 0 0 0.0052
external_hard_drive 0.2291 0.3038 0.0007 0.2724 0 1
eye_cream 0.0018 0.0054 0.0007 0.0034 0.0015 0.0013
eye_gel 0 0 0 0 0 0
eye_liner 0.0074 0.0307 0.0047 0.0172 0.0022 0.0013
eye_mask 0.0011 0.0018 0.0013 0.0034 0.0007 0
eye_serum 0.0002 0 0.0007 0 0 0
eye_shadow 0.0009 0.0036 0.0007 0 0.0007 0
eyebrow_pencil 0 0 0 0 0 0
eyelash_curler 0.002 0.009 0.0013 0.0034 0.0007 0
fabric 0.0036 0 0.0047 0 0.0059 0.0013
face_pack 0.0016 0.0036 0 0.0069 0.0015 0.0013
face_treatment 0.0018 0.0072 0.0013 0.0069 0 0
face_wash 0.0094 0.0325 0.0033 0.0172 0.0052 0.009
facial_kit 0.0018 0.009 0.0007 0.0069 0 0
fairness 0.0016 0.0054 0 0.0034 0.0007 0.0026
feeding_utensil 0 0 0 0 0 0
fender 0 0 0 0 0 0
file_folder 0.004 0.0072 0.004 0.0103 0.0015 0.0039
filter 0.0009 0 0.0007 0.0034 0.0007 0.0013
fin 0 0 0 0 0 0
fitness_band 0.0002 0 0.0007 0 0 0
fitness_grip 0.0018 0 0.0013 0.0034 0.003 0.0013
flash 0.0004 0 0 0 0 0.0026
fm_radio 0.0043 0.0054 0.0033 0.0138 0.0022 0.0052
folding_cupboard 0 0 0 0 0 0
food_processor 0.0029 0.009 0.0013 0.0103 0.0022 0
foot_filer 0 0 0 0 0 0
foundation 0.0029 0.009 0.0007 0.0069 0.003 0.0013
free_weight 0.0009 0.0018 0.0007 0 0.0015 0
gamepad 0.0101 0.0199 0.0047 0.0172 0.003 0.0232
gaming_accessory_kit 0.0002 0 0 0 0 0.0013
gaming_adapter 0.0002 0 0 0 0 0.0013
gamingconsole 0.0027 0.0036 0.0013 0.0103 0.0015 0.0039
general_chair 0 0 0 0 0 0
general_cooler 0 0 0 0 0 0
general_knowledge 0 0 0 0 0 0
geometry_box 0.0009 0 0.0007 0 0.0007 0.0026
glove 0.0002 0.0018 0 0 0 0
glue 0.0002 0 0 0 0.0007 0
goggle 0.0016 0 0.0027 0 0 0.0039
golf_tee 0.0002 0 0 0 0 0.0013
gps_device 0 0 0 0 0 0
graphics_card 0.0025 0.0108 0 0.0138 0 0.0013
grip 0.0018 0 0.0007 0.0034 0.0044 0
guard 0.0029 0 0.0033 0.0034 0.003 0.0039
hair_brush 0.0038 0.009 0.0013 0.0034 0.0037 0.0052
hair_color 0.0016 0.0018 0.0013 0.0103 0 0.0013
hair_comb 0.0004 0.0036 0 0 0 0
hair_curler 0.0007 0.0036 0.0007 0 0 0
hair_dryer 0.026 0.038 0.0248 0.0241 0.0199 0.031
hair_oil 0.0043 0.0108 0.0027 0.0172 0.0015 0.0026
hair_removal 0.0007 0.0018 0 0.0034 0 0.0013
hair_serum 0.0069 0.038 0 0.0276 0.0007 0.0013
hair_straightener 0.0197 0.0253 0.0174 0.0138 0.0133 0.0335
hair_styling 0.0025 0.0127 0 0.0069 0 0.0026
hair_treatment 0.0034 0.0072 0.0007 0.0276 0.0015 0
hand_blender 0.0103 0.0181 0.01 0.0207 0.0052 0.0103
hand_messenger_bag 0.0535 0.0108 0.0475 0.0138 0.0709 0.08
hand_wash_sanitizer 0.0004 0.0036 0 0 0 0
handkerchief 0.0031 0 0.0033 0.0034 0.0044 0.0026
harem_pant 0.0002 0 0.0007 0 0 0
hat 0 0 0 0 0 0
headphone 0.0723 0.1157 0.0402 0.1414 0.0583 0.1019
headset 0.0273 0.0488 0.0187 0.0276 0.0266 0.0297
heating_pad 0.0049 0.0054 0.006 0.0103 0.0037 0.0026
helmet 0.0013 0 0.0013 0 0.0007 0.0039
henna 0.0004 0 0 0.0069 0 0
highlighter 0.0002 0 0 0.0034 0 0
horoscope 0 0 0 0 0 0
induction_cook_top 0.0148 0.0253 0.0107 0.0276 0.0126 0.0142
inflatable_product 0 0 0 0 0 0
inktoner 0.013 0.0199 0.012 0.0172 0.0081 0.0168
insect_repellent 0 0 0 0 0 0
internal_hard_drive 0.002 0.0072 0 0.0034 0.0022 0.0013
internal_optical_drive 0.0009 0.0036 0 0 0.0007 0.0013
iron 0.0316 0.0488 0.0301 0.0379 0.0214 0.0374
jacket 0.019 0 0.0201 0.0069 0.0303 0.0155
jean 0.0629 0.0181 0.087 0.0517 0.0731 0.0348
joystick 0 0 0 0 0 0
jumpsuit 0.0016 0.0018 0.0013 0 0.003 0
kaftan 0 0 0 0 0 0
kajal 0.0112 0.047 0.006 0.0345 0.0015 0.0039
keyboard 0.0123 0.0235 0.0094 0.0103 0.0066 0.0206
kickboard 0 0 0 0 0 0
kit 0.0029 0.0018 0.004 0.0034 0.0007 0.0052
kitchen_linen_set 0.0011 0 0.0013 0 0.0015 0.0013
knife_tool 0.0013 0 0 0 0 0.0077
kurta 0.0269 0.0072 0.0408 0.0207 0.0303 0.0103
kurti 0.0159 0.0108 0.0281 0.0172 0.0126 0.0013
landline_phone 0.0222 0.0127 0.0194 0.0448 0.0236 0.0232
language_learning 0 0 0 0 0 0
laptop_adapter 0.0063 0.009 0.0074 0.0034 0.0052 0.0052
laptop_bag 0.002 0 0.0027 0.0034 0.0015 0.0026
laptop_battery 0.0096 0.0163 0.006 0.0172 0.0081 0.0116
laundry_basket 0.0002 0 0 0.0034 0 0
laundry_detergent 0.0004 0 0 0 0.0015 0
learning_toy 0.0166 0 0.0161 0.0034 0.031 0.009
legging_jegging 0.0107 0 0.0147 0.0034 0.0118 0.0116
lens 0.0036 0.0036 0.0027 0.0034 0.0022 0.0077
lens_cap 0.0002 0 0 0 0.0007 0
lens_cleaner 0.0018 0.0054 0.0007 0.0069 0.0007 0.0013
lens_hood 0 0 0 0 0 0
light 0.0009 0 0.0007 0 0 0.0039
lingerie_set 0 0 0 0 0 0
lip_balm 0.0025 0.009 0.0007 0.0069 0.0007 0.0026
lip_cream 0.0002 0 0.0007 0 0 0
lip_gloss 0.0038 0.0145 0.0013 0.0103 0.003 0
lip_liner 0.0009 0.0036 0.0007 0.0034 0 0
lip_plumper 0 0 0 0 0 0
lipstick 0.0076 0.0253 0.0033 0.0345 0.0015 0.0039
lock 0.0002 0 0.0007 0 0 0
loofah 0.0004 0 0 0.0069 0 0
lunch_box 0.0029 0.0018 0.002 0 0.003 0.0065
make_up_remover 0.0011 0.0036 0 0.0069 0 0.0013
mallet 0.0007 0 0 0 0.0015 0.0013
manicure_kit 0.0002 0 0 0.0034 0 0
marker_highlighter 0.0011 0 0.0007 0 0.0022 0.0013
mascara 0.004 0.0199 0 0.0172 0.0015 0
mask 0.0002 0 0 0 0 0.0013
massage_oil 0.0025 0.0054 0.0027 0.0034 0.0015 0.0013
massager 0.0029 0.009 0.0013 0.0103 0.0007 0.0026
mat 0.0016 0 0.004 0 0.0007 0
maternity_belt 0 0 0 0 0 0
mattress 0 0 0 0 0 0
memory_card 0.2627 0.6854 0.162 0.6793 0.1802 0.1432
mitten 0 0 0 0 0 0
mixer_grinder_juicer 0.024 0.047 0.0221 0.0345 0.0103 0.031
mobile 0.3348 0.8662 0.2443 0.7897 0.223 0.1548
moisturizer_cream 0.0242 0.0759 0.012 0.0793 0.0118 0.0116
monitor 0.0011 0.0054 0 0.0034 0.0007 0
mosquito_net 0 0 0 0 0 0
motherboard 0.0031 0.0108 0.0013 0.0069 0.0007 0.0039
motion_controller 0 0 0 0 0 0
mouse 0.0284 0.0452 0.0147 0.0414 0.0222 0.049
mousepad 0.0007 0 0.0007 0 0.0015 0
mouthwash 0 0 0 0 0 0
muffler 0.0002 0 0 0 0 0.0013
mug 0 0 0 0 0 0
multimedia 0.0002 0 0 0 0 0.0013
musical_toy 0.006 0.0018 0.0074 0.0034 0.0074 0.0052
nail_art 0.0009 0.0036 0.0007 0.0034 0 0
nail_clipper_cutter 0.0004 0 0 0 0.0015 0
nail_filer 0 0 0 0 0 0
nail_polish 0.0018 0.0054 0.0013 0.0034 0 0.0026
napkin 0 0 0 0 0 0
nappy 0.0016 0 0.002 0 0.0022 0.0013
nebulizer 0.0011 0 0.0007 0.0069 0.0015 0
neck_pillow_eye_shade 0.0027 0 0.0007 0 0.003 0.009
necklace_chain 0.0004 0 0 0 0 0.0026
net 0 0 0 0 0 0
network_nic 0.0009 0 0 0 0 0.0052
network_switch 0.0011 0 0.002 0 0 0.0026
night_dress_nighty 0.0045 0.0018 0.0047 0 0.0066 0.0039
night_suit 0.0025 0.0036 0.004 0 0.0022 0
normal_photo_frame 0 0 0 0 0 0
office 0.0004 0 0 0 0.0007 0.0013
office_set 0.0159 0.0217 0.0134 0.0276 0.0162 0.0116
office_tool 0 0 0 0 0 0
operating_system 0.0004 0 0.0007 0 0.0007 0
outdoor_toy 0.0045 0.0018 0.004 0 0.0037 0.0103
pad 0.0007 0 0.0013 0 0.0007 0
paint 0.0009 0.0018 0 0 0.0015 0.0013
paint_brush 0.0009 0 0.0007 0 0.0015 0.0013
palette 0 0 0 0 0 0
panty 0.009 0.0018 0.0154 0 0.0089 0.0052
paper 0.0099 0.0145 0.012 0.0069 0.0052 0.0116
paper_cutter 0.0002 0 0 0 0 0.0013
paper_shredder 0 0 0 0 0 0
paper_weight 0.0004 0 0 0 0.0007 0.0013
party_gift_bag 0.0002 0 0.0007 0 0 0
patiala 0.0011 0.0018 0.0007 0 0.0015 0.0013
pedal 0.0002 0 0 0 0 0.0013
pedicure_kit 0.0007 0.0018 0 0 0.0015 0
pedometer 0.0022 0 0.0027 0.0069 0.0022 0.0013
pen 0.0349 0.0705 0.0308 0.0586 0.017 0.04
pencil 0.0018 0 0.002 0.0069 0.0007 0.0026
pencil_box 0.0013 0.0018 0.0007 0.0069 0 0.0026
pendrive 0.2096 0.4882 0.1111 0.4241 0.1123 0.2903
perfume 0.0387 0.1284 0.0207 0.1379 0.0177 0.009
photo_frame 0.0022 0 0.0007 0 0.0007 0.0103
pillow 0.0087 0.0054 0.0094 0.0103 0.0081 0.0103
pin 0 0 0 0 0 0
pinata 0.0004 0 0.0013 0 0 0
plate_tray_dish 0 0 0 0 0 0
pop_up_toaster 0.006 0.0127 0.006 0.0103 0.0044 0.0026
post_it 0.0002 0.0018 0 0 0 0
poster 0.002 0.0054 0.0013 0.0034 0.0007 0.0026
potty_seat_box 0.0004 0 0.0007 0 0.0007 0
pouch_potli 0.0004 0 0 0 0.0007 0.0013
powder_puff 0.0002 0 0.0007 0 0 0
printer 0.0087 0.009 0.0094 0.0241 0.0074 0.0039
processor 0.0013 0.0072 0 0.0034 0.0007 0
projector 0 0 0 0 0 0
psu 0.0016 0.0072 0 0.0034 0.0007 0.0013
puff_sponge 0.0002 0 0 0.0034 0 0
pull_buoy 0 0 0 0 0 0
pullover 0 0 0 0 0 0
pulse_oximeter 0.0002 0 0 0 0.0007 0
pumice_stone 0.0004 0.0018 0.0007 0 0 0
pump 0.0027 0 0.0033 0 0.003 0.0039
punch_punching_machine 0.0087 0.0217 0.0054 0.0138 0.0074 0.0065
punching_bag 0 0 0 0 0 0
puzzle 0.0175 0.009 0.0194 0.0103 0.0222 0.0142
pyjama 0.0018 0 0.0013 0 0.0022 0.0039
racquet 0.0271 0.0072 0.0308 0.0034 0.0391 0.0219
raincoat 0 0 0 0 0 0
ram 0.0034 0.0127 0.0007 0.0069 0.0007 0.0052
rechargeable_battery 0.0038 0 0.0027 0 0.0037 0.0103
regionalbooks 0.0408 0.0054 0.0542 0.0034 0.0539 0.031
remote 0 0 0 0 0 0
remote_control_toy 0.004 0 0.0033 0 0.0059 0.0065
resistance_tube 0.0034 0 0.006 0 0.0044 0
ring 0.0002 0 0 0 0 0.0013
role_play_toy 0.0025 0.0018 0.0027 0 0.0037 0.0013
rope 0 0 0 0 0 0
router 0.0824 0.1338 0.0462 0.0966 0.0569 0.1548
rubber 0.0004 0 0 0 0 0.0026
rucksack 0.0016 0 0.0027 0 0 0.0039
ruler 0 0 0 0 0 0
saddle 0.0002 0 0 0 0 0.0013
safety_lock_strap 0.0002 0 0 0 0.0007 0
salwar 0.0004 0 0 0 0.0007 0.0013
salwar_kurta_dupatta 0.0056 0.0108 0.0074 0.0034 0.0052 0
sandal 0.1379 0.0307 0.1205 0.031 0.2282 0.1303
sandwich_maker 0.0085 0.0145 0.0114 0 0.0066 0.0052
sanitary_pad_pantyliner 0.0016 0.0108 0.0007 0 0 0
sari 0.0058 0 0.006 0 0.0074 0.009
scanner 0.0004 0 0.0007 0.0034 0 0
scarf 0.0034 0.0036 0.0054 0 0.003 0.0013
scented_candle 0 0 0 0 0 0
school_set 0.0002 0 0 0 0 0.0013
scissor 0 0 0 0 0 0
scooter 0 0 0 0 0 0
screen_guard 0.0369 0.1627 0.01 0.1034 0.0133 0.0155
scrub 0.0027 0.009 0.0007 0.0103 0.0015 0.0013
security_software 0.0828 0.0579 0.0569 0.0586 0.0583 0.2026
selector_box 0.0009 0 0.002 0 0.0007 0
shampoo 0.0119 0.047 0.0027 0.0414 0.0059 0.0039
shapewear 0.0011 0.0018 0.0007 0.0034 0.0015 0
sharpener 0.0004 0 0.0007 0 0 0.0013
shaver 0.0571 0.0506 0.0495 0.0517 0.0524 0.0865
shaving_cartridge 0.0056 0.0199 0.0033 0.0138 0.0022 0.0026
shaving_cream 0.0002 0 0 0.0034 0 0
shaving_foam 0.002 0.0108 0.0007 0.0034 0.0007 0
shaving_gel 0.0011 0.0054 0 0.0034 0.0007 0
shaving_razor 0.002 0.0018 0.0013 0.0069 0.0015 0.0026
shawl 0.0004 0 0 0 0.0007 0.0013
shimmer_glitter 0 0 0 0 0 0
shirt 0.0954 0.0344 0.1212 0.0517 0.127 0.0503
shoe 0.3977 0.0344 0 0.0862 1 0.4877
shoe_polish_cream 0.0011 0 0.0007 0.0034 0.0022 0
shoe_spray 0.0016 0 0.002 0.0069 0.0015 0
short 0.0184 0.0072 0.0234 0.0103 0.0251 0.0077
shower_cap 0 0 0 0 0 0
shrug 0.0013 0 0.002 0 0.0022 0
shuttle 0.0067 0.0018 0.006 0 0.0111 0.0065
sipper_cup 0.0002 0 0 0 0 0.0013
skate 0.0016 0 0.0033 0 0.0015 0
sketch_pen 0.0004 0 0 0 0 0.0026
skipping_rope 0.0031 0 0.002 0.0034 0.0059 0.0026
skirt 0.0013 0 0.0027 0 0.0015 0
sleeping_bag 0.0022 0 0.002 0 0.0044 0.0013
sling_bag 0.0058 0 0.0067 0.0034 0.0052 0.0103
slipper_flip_flop 0.127 0.0271 0.1238 0.0483 0.1839 0.1342
small_travel_bag 0 0 0 0 0 0
soap 0.0105 0.0344 0.0054 0.0414 0.003 0.0052
soap_case 0.0009 0 0.0007 0 0.0015 0.0013
sock 0.0284 0.0127 0.0308 0.0103 0.0399 0.0219
speaker 0.0255 0.0289 0.0134 0.0276 0.017 0.0606
spin_press_launch_toy 0.0049 0 0.0054 0 0.0074 0.0052
sport_bag 0.0029 0.0018 0.0013 0 0.0037 0.0065
sport_glove 0.009 0.0018 0.0074 0 0.0148 0.0103
sport_mat 0.0083 0 0.0087 0 0.014 0.0065
stacking_toy 0.0063 0.0054 0.006 0.0034 0.0096 0.0026
stand 0 0 0 0 0 0
stapler_pin_remover 0.0002 0 0 0 0.0007 0
stepper 0.0004 0.0018 0 0 0 0.0013
sterilizer_warmer 0.0016 0 0.0013 0 0.0022 0.0026
stick 0.0002 0 0 0 0 0.0013
sticker 0 0 0 0 0 0
strap 0 0 0 0 0 0
straw 0 0 0 0 0 0
string 0.0007 0 0 0 0.0022 0
stroller_pram 0.0007 0 0.0007 0 0.0015 0
stuffed_toy 0.0266 0.009 0.0288 0.0172 0.031 0.031
suit 0 0 0 0 0 0
suitcase 0.0004 0 0 0 0 0.0026
sunglass 0.0387 0.0072 0.0428 0.0207 0.0495 0.0413
sunscreen 0.0056 0.0181 0.004 0.0172 0.0022 0.0013
support 0.0031 0 0.0013 0.0034 0.0059 0.0039
sweater 0.0199 0.009 0.0241 0.0069 0.0273 0.0116
sweatshirt 0.0226 0.0036 0.0234 0.0103 0.0325 0.0219
swimming_cap 0.0016 0 0.0033 0 0 0.0026
swimsuit 0.0007 0 0.0007 0.0034 0.0007 0
swiss_knife 0.0022 0.0108 0.0007 0.0034 0.0015 0
t_shirt 0.146 0.0452 0.1881 0.0586 0.1965 0.0813
table 0.0002 0 0.0007 0 0 0
table_chair_combo 0.0007 0 0.0013 0 0 0.0013
table_clock 0 0 0 0 0 0
table_cover 0.0007 0 0.0013 0 0 0.0013
table_linen_set 0 0 0 0 0 0
table_placemat 0.0011 0 0.0007 0 0.0015 0.0026
table_runner 0 0 0 0 0 0
tablet 0.0609 0.1392 0.0281 0.1517 0.034 0.0813
talc 0.0013 0.0018 0 0.0069 0.0015 0.0013
tape 0.0011 0 0.0007 0 0.0022 0.0013
teether_soother 0.0007 0 0.0007 0 0 0.0026
tent 0.0004 0 0.0007 0 0.0007 0
thermal 0.006 0 0.008 0.0034 0.0081 0.0039
three_fourth 0.0054 0.0018 0.008 0.0034 0.0052 0.0039
tiara_crown 0 0 0 0 0 0
tie 0.0004 0 0 0 0.0015 0
tight 0 0 0 0 0 0
toner 0.0011 0.0054 0.0007 0.0034 0 0
tool_kit 0.0009 0 0.002 0 0 0.0013
toothbrush 0.0009 0 0.0007 0 0.0015 0.0013
toothpaste 0.0002 0.0018 0 0 0 0
top 0.0242 0.0072 0.0308 0.0138 0.031 0.0155
toy_weapon 0.0029 0.0018 0.0027 0.0034 0.003 0.0039
track_pant 0.0163 0.0054 0.0234 0 0.0192 0.0116
track_suit 0.002 0 0.0027 0 0.0037 0
track_top 0.0002 0 0.0007 0 0 0
travel_document_holder 0 0 0 0 0 0
travel_organizer 0.0002 0 0 0 0.0007 0
travel_pouch 0.0002 0 0 0 0 0.0013
travel_toiletry_kit 0.0009 0 0.0013 0 0.0015 0
tripod 0.0056 0.0163 0.0007 0.0276 0.0022 0.0052
trouser 0.0358 0.0181 0.0469 0.0276 0.0428 0.0181
trunk 0.0096 0.0072 0.0114 0.0069 0.0096 0.009
tunic 0.0038 0.0018 0.0054 0.0069 0.003 0.0026
tv_out_cable 0.0011 0.0036 0.0013 0 0.0007 0
tv_tuner_card 0.0013 0.0018 0.0007 0 0.0015 0.0026
tweezer_plucker 0 0 0 0 0 0
tyre_tube 0 0 0 0 0 0
umbrella 0.0002 0 0.0007 0 0 0
usb_adaptor 0.0072 0.0054 0.0074 0.0034 0.0089 0.0065
utility 0 0 0 0 0 0
vacuum_cleaner 0.0114 0.0235 0.01 0.0103 0.0096 0.009
vehicle_pull_along 0.015 0.0018 0.0147 0.0069 0.0258 0.009
vest 0.0242 0.0108 0.0335 0.0069 0.0325 0.0077
vibration_dampener 0.0002 0 0 0 0 0.0013
video_glasses 0 0 0 0 0 0
video_player 0.0045 0.0036 0.0054 0 0.0037 0.0065
voice_recorder 0.0004 0 0 0 0.0007 0.0013
voltage_stabilizer 0.0016 0.0018 0.0007 0.0034 0.0022 0.0013
waist_bag 0 0 0 0 0 0
waistcoat 0.0004 0 0.0013 0 0 0
walker 0.0011 0 0.0027 0 0 0.0013
wall_decoration 0 0 0 0 0 0
wallet_card_wallet 0.0338 0.0036 0.0375 0.0138 0.0495 0.0284
watch 0.1644 0 0.1084 1 0.1078 0.1755
water_bottle 0.0029 0.0036 0.002 0.0034 0 0.009
water_purifier 0.0013 0.0018 0.0013 0.0034 0 0.0026
webcam 0.0052 0 0.0047 0.0069 0.0037 0.0116
whistle 0.0004 0 0.0007 0 0.0007 0
whiteboard_duster 0.0002 0 0 0 0.0007 0
wipe 0.0161 0.0054 0.0221 0.0103 0.0177 0.0116
worldwide_adaptor 0.0009 0 0.0013 0 0.0015 0
Time taken to build model (full training data) : 8.31 seconds
=== Model and evaluation on training set ===
Clustered Instances
0 553 ( 12%)
1 1494 ( 33%)
2 290 ( 6%)
3 1354 ( 30%)
4 775 ( 17%)