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Assignment 1: Find Frequent Patterns
3 / 16 / 2 0 1 5
Submitted By
Nauman Zafar Ammad Tarar
Assignment 2
Data Mining
Submitted to
Dr. Khalid Latif
1-Kulczynski and Cosine measure and Imbalance Ratio value between the left and right hand side for each Pattern:
Item1 Item2 COSINE_CALC
KULZYNSKI_CALC
IMBALANCE
RATIO_CALC
940360 852813 0.42 0.54 0.74
940360 852812 0.42 0.43 0.2
940360 851650 0.32 0.08
940360 [851650,852812] 0.33 0.34 0.23
940360 845011 0.33 0.34 0.29
940360 [845011,852812] 0.31 0.35 0.53
940360 [845011,851650] 0.32 0.37 0.56
940360 [845011,851650,852812] 0.31 0.37 0.65
940360 841810 0.34 0.35 0.23
940360 [841810,852812] 0.38 0.44 0.59
940360 [841810,851650] 0.33 0.37 0.54
940360 [841810,845011] 0.35 0.43 0.67
940360 [841810,845011,851650] 0.38 0.53 0.81
940360 691110 0.65 0.66 0.11
940360 [691110,852813] 0.43 0.56 0.77
940360 [691110,852812] 0.51 0.54 0.43
940360 [691110,851650] 0.43 0.49 0.59
940360 [691110,851650,852812] 0.42 0.52 0.72
940360 [691110,845011] 0.46 0.58 0.75
940360 [691110,845011,852812] 0.4 0.56 0.82
940360 [691110,845011,851650] 0.41 0.57 0.81
940360 [691110,841810] 0.43 0.48 0.58
940360 [691110,841810,852812] 0.42 0.54 0.74
940360 [691110,841810,851650] 0.37 0.46 0.71
940360 [691110,841810,845011] 0.41 0.55 0.79
940360 [691110,841810,845011,851650] 0.39 0.56 0.83
940360 611190 0.67 0.7 0.42
940360 [611190,852813] 0.44 0.58 0.79
940360 [611190,852812] 0.53 0.62 0.68
940360 [611190,851650] 0.44 0.56 0.74
940360 [611190,851650,852812] 0.4 0.56 0.82
940360 [611190,845011] 0.43 0.59 0.82
940360 [611190,841810] 0.44 0.58 0.79
940360 [611190,691110] 0.66 0.71 0.55
940360 [611190,691110,852813] 0.44 0.58 0.79
940360 [611190,691110,852812] 0.5 0.62 0.75
940360 [611190,691110,851650] 0.43 0.58 0.79
940360 [611190,691110,845011] 0.42 0.59 0.82
940360 [611190,691110,841810] 0.43 0.58 0.79
940360 490110 0.65 0.69 0.48
940360 [490110,852813] 0.44 0.58 0.79
940360 [490110,852812] 0.52 0.63 0.71
940360 [490110,851650] 0.44 0.57 0.76
940360 [490110,851650,852812] 0.4 0.58 0.84
940360 [490110,845011] 0.43 0.59 0.82
940360 [490110,841810] 0.43 0.58 0.79
940360 [490110,691110] 0.63 0.69 0.56
940360 [490110,691110,852813] 0.44 0.58 0.79
940360 [490110,691110,852812] 0.48 0.6 0.75
940360 [490110,691110,851650] 0.42 0.57 0.8
940360 [490110,691110,845011] 0.42 0.59 0.82
940360 [490110,691110,841810] 0.43 0.58 0.79
940360 [490110,611190] 0.67 0.72 0.53
940360 [490110,611190,852813] 0.44 0.58 0.79
940360 [490110,611190,852812] 0.53 0.64 0.72
940360 [490110,611190,851650] 0.45 0.59 0.78
940360 [490110,611190,851650,852812] 0.4 0.58 0.84
940360 [490110,611190,845011] 0.43 0.59 0.82
940360 [490110,611190,841810] 0.43 0.58 0.79
940360 [490110,611190,691110] 0.63 0.69 0.58
940360 [490110,611190,691110,852813] 0.44 0.58 0.79
940360 [490110,611190,691110,852812] 0.49 0.62 0.76
940360 [490110,611190,691110,851650] 0.42 0.57 0.8
940360 [490110,611190,691110,845011] 0.42 0.59 0.82
940360 [490110,611190,691110,841810] 0.43 0.58 0.79
852813 852812 0.29 0.41 0.78
852813 691110 0.47 0.57 0.7
852813 [691110,940360] 0.52 0.58 0.57
852813 611190 0.57 0.62 0.53
852813 [611190,940360] 0.58 0.62 0.48
852813 [611190,691110] 0.63 0.67 0.43
852813 [611190,691110,940360] 0.62 0.64 0.42
852813 490110 0.6 0.64 0.49
852813 [490110,940360] 0.6 0.63 0.44
852813 [490110,691110] 0.65 0.67 0.41
852813 [490110,691110,940360] 0.63 0.66 0.39
852813 [490110,611190] 0.62 0.66 0.45
852813 [490110,611190,940360] 0.6 0.64 0.44
852813 [490110,611190,691110] 0.66 0.68 0.39
852813 [490110,611190,691110,940360] 0.64 0.66 0.38
[852813,940360]
691110 0.47 0.6 0.75
[852813,940360]
611190 0.59 0.66 0.61
[852813,940360]
[611190,691110] 0.66 0.7 0.53
[852813,940360]
490110 0.62 0.68 0.58
[852813,940360]
[490110,691110] 0.67 0.71 0.51
[852813,940360]
[490110,611190] 0.64 0.7 0.54
[852813,940360]
[490110,611190,691110] 0.68 0.72 0.49
852812 851650 0.54 0.12
852812 [851650,940360] 0.4 0.49 0.71
852812 845011 0.41 0.45 0.48
852812 [845011,940360] 0.32 0.44 0.78
852812 [845011,851650] 0.39 0.49 0.7
852812 [845011,851650,940360] 0.31 0.47 0.84
852812 841810 0.36 0.38 0.41
852812 [841810,940360] 0.36 0.48 0.77
852812 [841810,851650] 0.27 0.33 0.65
852812 [841810,845011] 0.31 0.42 0.76
852812 691110 0.46 0.47 0.29
852812 [691110,940360] 0.39 0.43 0.47
852812 [691110,851650] 0.36 0.44 0.69
852812 [691110,851650,940360] 0.35 0.48 0.79
852812 [691110,845011] 0.31 0.43 0.79
852812 [691110,845011,940360] 0.3 0.44 0.8
852812 [691110,841810] 0.34 0.42 0.68
852812 [691110,841810,940360] 0.35 0.48 0.79
852812 [691110,841810,851650] 0.27 0.38 0.77
852812 [691110,841810,845011] 0.3 0.46 0.83
852812 611190 0.36 0.4 0.51
852812 [611190,940360] 0.36 0.41 0.56
852812 [611190,851650] 0.31 0.43 0.79
852812 [611190,851650,940360] 0.31 0.45 0.81
852812 [611190,691110] 0.32 0.37 0.59
852812 [611190,691110,940360] 0.32 0.37 0.6
852812 490110 0.35 0.39 0.55
852812 [490110,940360] 0.35 0.4 0.58
852812 [490110,851650] 0.29 0.42 0.8
852812 [490110,851650,940360] 0.3 0.44 0.82
852812 [490110,691110] 0.32 0.38 0.61
852812 [490110,691110,940360] 0.32 0.38 0.62
852812 [490110,611190] 0.35 0.4 0.58
852812 [490110,611190,940360] 0.35 0.41 0.59
852812 [490110,611190,851650] 0.29 0.43 0.81
852812 [490110,611190,851650,940360] 0.3 0.44 0.82
852812 [490110,611190,691110] 0.32 0.38 0.62
852812 [490110,611190,691110,940360] 0.32 0.38 0.63
[852812,940360]
851650 0.36 0.39 0.48
[852812,940360]
845011 0.35 0.12
[852812,940360]
[845011,851650] 0.38 0.39 0.21
[852812,940360]
841810 0.39 0.19
[852812,940360]
691110 0.55 0.57 0.37
[852812,940360]
[691110,851650] 0.5 0.51 0.23
[852812,940360]
[691110,845011] 0.49 0.52 0.45
[852812,940360]
[691110,841810] 0.49 0.5 0.21
[852812,940360]
611190 0.57 0.07
[852812,940360]
[611190,851650] 0.49 0.52 0.45
[852812,940360]
[611190,691110] 0.53 0.07
[852812,940360]
490110 0.56 0.01
[852812,940360]
[490110,851650] 0.48 0.52 0.49
[852812,940360]
[490110,691110] 0.52 0.09
[852812,940360]
[490110,611190] 0.58 0.05
[852812,940360]
[490110,611190,851650] 0.49 0.53 0.51
[852812,940360]
[490110,611190,691110] 0.53 0.12
851650 845011 0.42 0.44 0.39
851650 [845011,940360] 0.35 0.46 0.74
851650 [845011,852812] 0.41 0.48 0.62
851650 [845011,852812,940360] 0.34 0.49 0.81
851650 841810 0.42 0.43 0.32
851650 [841810,940360] 0.35 0.44 0.71
851650 [841810,852812] 0.3 0.36 0.62
851650 [841810,845011] 0.31 0.4 0.71
851650 [841810,845011,940360] 0.35 0.5 0.82
851650 691110 0.35 0.36 0.17
851650 [691110,940360] 0.31 0.32 0.36
851650 [691110,852812] 0.33 0.35 0.46
851650 [691110,852812,940360] 0.32 0.38 0.61
851650 [691110,845011] 0.35 0.46 0.75
851650 [691110,845011,940360] 0.35 0.47 0.77
851650 [691110,841810] 0.39 0.45 0.63
851650 [691110,841810,940360] 0.34 0.44 0.73
851650 [691110,841810,852812] 0.3 0.4 0.74
851650 [691110,841810,845011] 0.35 0.49 0.8
851650 [691110,841810,845011,940360] 0.35 0.5 0.82
851650 611190 0.3 0.32 0.41
851650 [611190,940360] 0.29 0.31 0.46
851650 [611190,852812] 0.29 0.36 0.65
851650 [611190,852812,940360] 0.29 0.36 0.67
851650 [611190,691110] 0.28 0.31 0.5
851650 [611190,691110,940360] 0.27 0.3 0.51
851650 490110 0.29 0.32 0.45
851650 [490110,940360] 0.28 0.31 0.49
851650 [490110,852812] 0.28 0.35 0.68
851650 [490110,852812,940360] 0.28 0.36 0.69
851650 [490110,691110] 0.27 0.31 0.52
851650 [490110,691110,940360] 0.27 0.3 0.53
851650 [490110,611190] 0.3 0.33 0.49
851650 [490110,611190,940360] 0.29 0.32 0.5
851650 [490110,611190,852812] 0.28 0.36 0.69
851650 [490110,611190,852812,940360] 0.28 0.36 0.69
851650 [490110,611190,691110] 0.28 0.31 0.53
851650 [490110,611190,691110,940360] 0.27 0.31 0.54
[851650,940360]
845011 0.42 0.44 0.35
[851650,940360]
[845011,852812] 0.44 0.45 0.06
[851650,940360]
841810 0.41 0.44 0.41
[851650,940360]
[841810,845011] 0.52 0.53 0.16
[851650,940360]
691110 0.47 0.52 0.55
[851650,940360]
[691110,852812] 0.5 0.51 0.25
[851650,940360]
[691110,845011] 0.61 0.62 0.25
[851650,940360]
[691110,841810] 0.52 0.03
[851650,940360]
[691110,841810,845011] 0.61 0.63 0.38
[851650,940360]
611190 0.5 0.51 0.31
[851650,940360]
[611190,852812] 0.51 0.07
[851650,940360]
[611190,691110] 0.49 0.17
[851650,940360]
490110 0.5 0.51 0.25
[851650,940360]
[490110,852812] 0.51 0.12
[851650,940360]
[490110,691110] 0.48 0.15
[851650,940360]
[490110,611190] 0.52 0.53 0.2
[851650,940360]
[490110,611190,852812] 0.52 0.14
[851650,940360]
[490110,611190,691110] 0.49 0.13
[851650,852812]
845011 0.42 0.07
[851650,852812]
[845011,940360] 0.38 0.43 0.55
[851650,852812]
841810 0.28 0
[851650,852812]
691110 0.32 0.33 0.14
[851650,852812]
[691110,940360] 0.32 0.07
[851650,852812]
[691110,841810] 0.32 0.34 0.36
[851650,852812]
611190 0.29 0.12
[851650,852812]
[611190,940360] 0.29 0.18
[851650,852812]
490110 0.27 0.28 0.17
[851650,852812]
[490110,940360] 0.28 0.29 0.22
[851650,852812]
[490110,611190] 0.28 0.29 0.22
[851650,852812]
[490110,611190,940360] 0.29 0.23
[851650,852812,940360]
845011 0.39 0.43 0.47
[851650,852812,940360]
691110 0.43 0.5 0.64
[851650,852812,940360]
611190 0.43 0.46 0.43
[851650,852812,940360]
490110 0.43 0.45 0.38
[851650,852812,940360]
[490110,611190] 0.45 0.47 0.33
845011 841810 0.42 0.07
845011 [841810,940360] 0.45 0.48 0.47
845011 [841810,852812] 0.42 0.44 0.35
845011 [841810,851650] 0.37 0.38 0.3
845011 [841810,851650,940360] 0.46 0.53 0.63
845011 691110 0.33 0.34 0.21
845011 [691110,940360] 0.37 0
845011 [691110,852812] 0.32 0.11
845011 [691110,852812,940360] 0.36 0.37 0.31
845011 [691110,851650] 0.4 0.41 0.33
845011 [691110,851650,940360] 0.45 0.49 0.51
845011 [691110,841810] 0.43 0.44 0.32
845011 [691110,841810,940360] 0.47 0.51 0.52
845011 [691110,841810,852812] 0.42 0.46 0.53
845011 [691110,841810,851650] 0.43 0.48 0.52
845011 [691110,841810,851650,940360] 0.48 0.57 0.67
845011 611190 0.32 0.06
845011 [611190,940360] 0.34 0.12
845011 [611190,691110] 0.34 0.18
845011 [611190,691110,940360] 0.34 0.19
845011 490110 0.33 0.11
845011 [490110,940360] 0.35 0.16
845011 [490110,691110] 0.34 0.35 0.2
845011 [490110,691110,940360] 0.35 0.36 0.23
845011 [490110,611190] 0.35 0.16
845011 [490110,611190,940360] 0.35 0.17
845011 [490110,611190,691110] 0.35 0.36 0.23
845011 [490110,611190,691110,940360] 0.35 0.36 0.24
[845011,940360]
841810 0.44 0.49 0.56
[845011,940360]
[841810,851650] 0.52 0.53 0.24
[845011,940360]
691110 0.48 0.57 0.68
[845011,940360]
[691110,852812] 0.47 0.49 0.42
[845011,940360]
[691110,851650] 0.59 0.22
[845011,940360]
[691110,841810] 0.61 0.24
[845011,940360]
[691110,841810,851650] 0.64 0.02
[845011,940360]
611190 0.49 0.53 0.47
[845011,940360]
[611190,691110] 0.52 0.54 0.36
[845011,940360]
490110 0.51 0.54 0.43
[845011,940360]
[490110,691110] 0.53 0.55 0.34
[845011,940360]
[490110,611190] 0.53 0.56 0.39
[845011,940360]
[490110,611190,691110] 0.54 0.56 0.32
[845011,852812]
841810 0.38 0.4 0.35
[845011,852812]
691110 0.31 0.34 0.46
[845011,852812]
[691110,940360] 0.35 0.36 0.28
[845011,852812]
[691110,841810] 0.43 0.03
[845011,852812,940360]
691110 0.41 0.53 0.76
[845011,851650]
841810 0.36 0.38
[845011,851650]
[841810,940360] 0.51 0.15
[845011,851650]
691110 0.33 0.37 0.5
[845011,851650]
[691110,940360] 0.38 0.39 0.33
[845011,851650]
[691110,841810] 0.47 0.01
[845011,851650]
[691110,841810,940360] 0.53 0.54 0.21
[845011,851650,940360]
841810 0.44 0.53 0.69
[845011,851650,940360]
691110 0.43 0.56 0.76
[845011,851650,940360]
[691110,841810] 0.61 0.64 0.43
841810 691110 0.47 0.16
841810 [691110,940360] 0.4 0.07
841810 [691110,852812] 0.41 0.19
841810 [691110,852812,940360] 0.42 0.44 0.38
841810 [691110,851650] 0.51 0.53 0.42
841810 [691110,851650,940360] 0.44 0.49 0.56
841810 [691110,851650,852812] 0.39 0.44 0.56
841810 [691110,845011] 0.5 0.56 0.61
841810 [691110,845011,940360] 0.47 0.55 0.63
841810 [691110,845011,852812] 0.46 0.57 0.72
841810 [691110,845011,851650] 0.47 0.58 0.71
841810 [691110,845011,851650,940360] 0.46 0.57 0.72
841810 611190 0.34 0.13
841810 [611190,940360] 0.34 0.35 0.19
841810 [611190,691110] 0.36 0.37 0.25
841810 [611190,691110,940360] 0.35 0.36 0.26
841810 490110 0.34 0.35 0.18
841810 [490110,940360] 0.34 0.35 0.23
841810 [490110,691110] 0.37 0.38 0.27
841810 [490110,691110,940360] 0.36 0.37 0.29
841810 [490110,611190] 0.36 0.23
841810 [490110,611190,940360] 0.34 0.35 0.24
841810 [490110,611190,691110] 0.38 0.39 0.29
841810 [490110,611190,691110,940360] 0.36 0.38 0.3
[841810,940360]
691110 0.52 0.61 0.66
[841810,940360]
[691110,852812] 0.55 0.58 0.39
[841810,940360]
[691110,851650] 0.59 0.16
[841810,940360]
[691110,845011] 0.71 0.12
[841810,940360]
[691110,845011,851650] 0.7 0.72 0.32
[841810,940360]
611190 0.51 0.54 0.43
[841810,940360]
[611190,691110] 0.54 0.56 0.31
[841810,940360]
490110 0.51 0.53 0.38
[841810,940360]
[490110,691110] 0.55 0.57 0.29
[841810,940360]
[490110,611190] 0.53 0.55 0.33
[841810,940360]
[490110,611190,691110] 0.56 0.57 0.27
[841810,852812]
691110 0.44 0.49 0.54
[841810,852812]
[691110,940360] 0.45 0.47 0.35
[841810,852812]
[691110,851650] 0.46 0.01
[841810,852812]
[691110,845011] 0.56 0.57 0.25
[841810,852812,940360]
691110 0.47 0.58 0.73
[841810,851650]
691110 0.44 0.48 0.5
[841810,851650]
[691110,940360] 0.39 0.4 0.3
[841810,851650]
[691110,852812] 0.37 0.38 0.19
[841810,851650]
[691110,845011] 0.57 0.58 0.29
[841810,851650]
[691110,845011,940360] 0.56 0.57 0.33
[841810,851650,940360]
691110 0.44 0.57 0.75
[841810,851650,940360]
[691110,845011] 0.73 0.14
[841810,851650,852812]
691110 0.39 0.51 0.75
[841810,845011]
691110 0.41 0.48 0.63
[841810,845011]
[691110,940360] 0.45 0.49 0.48
[841810,845011]
[691110,852812] 0.43 0.45 0.38
[841810,845011]
[691110,851650] 0.54 0.55 0.18
[841810,845011]
[691110,851650,940360] 0.61 0.04
[841810,845011,940360]
691110 0.46 0.61 0.79
[841810,845011,940360]
[691110,851650] 0.63 0.66 0.45
[841810,845011,852812]
691110 0.39 0.51 0.75
[841810,845011,851650]
691110 0.43 0.57 0.79
[841810,845011,851650]
[691110,940360] 0.49 0.59 0.69
[841810,845011,851650,940360]
691110 0.43 0.59 0.81
691110 611190 0.65 0.67 0.32
691110 [611190,940360] 0.67 0.7 0.4
691110 [611190,852813] 0.49 0.62 0.76
691110 [611190,852813,940360] 0.48 0.62 0.77
691110 [611190,852812] 0.48 0.54 0.59
691110 [611190,852812,940360] 0.49 0.56 0.62
691110 [611190,851650] 0.44 0.53 0.69
691110 [611190,851650,940360] 0.44 0.56 0.73
691110 [611190,845011] 0.44 0.58 0.78
691110 [611190,845011,940360] 0.44 0.58 0.78
691110 [611190,841810] 0.47 0.6 0.75
691110 [611190,841810,940360] 0.46 0.59 0.76
691110 490110 0.65 0.68 0.38
691110 [490110,940360] 0.66 0.69 0.44
691110 [490110,852813] 0.49 0.62 0.76
691110 [490110,852813,940360] 0.48 0.62 0.77
691110 [490110,852812] 0.5 0.57 0.64
691110 [490110,852812,940360] 0.49 0.57 0.65
691110 [490110,851650] 0.44 0.54 0.71
691110 [490110,851650,940360] 0.43 0.55 0.74
691110 [490110,845011] 0.44 0.58 0.78
691110 [490110,845011,940360] 0.44 0.58 0.78
691110 [490110,841810] 0.48 0.62 0.77
691110 [490110,841810,940360] 0.47 0.61 0.78
691110 [490110,611190] 0.66 0.69 0.44
691110 [490110,611190,940360] 0.65 0.68 0.45
691110 [490110,611190,852813] 0.49 0.62 0.76
691110 [490110,611190,852813,940360] 0.48 0.62 0.77
691110 [490110,611190,852812] 0.49 0.57 0.65
691110 [490110,611190,852812,940360] 0.49 0.57 0.65
691110 [490110,611190,851650] 0.44 0.56 0.73
691110 [490110,611190,851650,940360] 0.43 0.55 0.74
691110 [490110,611190,845011] 0.44 0.58 0.78
691110 [490110,611190,845011,940360] 0.44 0.58 0.78
691110 [490110,611190,841810] 0.48 0.62 0.77
691110 [490110,611190,841810,940360] 0.47 0.61 0.78
[691110,940360]
611190 0.76 0.08
[691110,940360]
[611190,852813] 0.56 0.65
[691110,940360]
[611190,852812] 0.57 0.6 0.44
[691110,940360]
[611190,851650] 0.5 0.56
[691110,940360]
[611190,845011] 0.53 0.62 0.69
[691110,940360]
[611190,841810] 0.54 0.62 0.64
[691110,940360]
490110 0.75 0.15
[691110,940360]
[490110,852813] 0.56 0.65
[691110,940360]
[490110,852812] 0.57 0.61 0.49
[691110,940360]
[490110,851650] 0.5 0.56 0.59
[691110,940360]
[490110,845011] 0.53 0.62 0.69
[691110,940360]
[490110,841810] 0.55 0.64 0.66
[691110,940360]
[490110,611190] 0.77 0.78 0.22
[691110,940360]
[490110,611190,852813] 0.56 0.65
[691110,940360]
[490110,611190,852812] 0.58 0.63 0.51
[691110,940360]
[490110,611190,851650] 0.51 0.58 0.61
[691110,940360]
[490110,611190,845011] 0.53 0.62 0.69
[691110,940360]
[490110,611190,841810] 0.55 0.64 0.66
[691110,852813]
611190 0.6 0.67 0.6
[691110,852813]
[611190,940360] 0.61 0.66 0.55
[691110,852813]
490110 0.63 0.69 0.56
[691110,852813]
[490110,940360] 0.63 0.68 0.52
[691110,852813]
[490110,611190] 0.66 0.71 0.53
[691110,852813]
[490110,611190,940360] 0.64 0.68 0.51
[691110,852813,940360]
611190 0.6 0.68 0.64
[691110,852813,940360]
490110 0.63 0.7 0.6
[691110,852813,940360]
[490110,611190] 0.66 0.72 0.57
[691110,852812]
611190 0.47 0.06
[691110,852812]
[611190,940360] 0.5 0.01
[691110,852812]
490110 0.49 0
[691110,852812]
[490110,940360] 0.5 0.05
[691110,852812]
[490110,611190] 0.5 0.05
[691110,852812]
[490110,611190,940360] 0.5 0.07
[691110,852812,940360]
611190 0.56 0.57 0.29
[691110,852812,940360]
490110 0.56 0.57 0.23
[691110,852812,940360]
[490110,611190] 0.59 0.18
[691110,851650]
611190 0.45 0.47 0.28
[691110,851650]
[611190,940360] 0.46 0.47 0.22
[691110,851650]
490110 0.46 0.23
[691110,851650]
[490110,940360] 0.46 0.18
[691110,851650]
[490110,611190] 0.48 0.18
[691110,851650]
[490110,611190,940360] 0.46 0.17
[691110,851650,940360]
611190 0.51 0.55 0.48
[691110,851650,940360]
490110 0.51 0.54 0.43
[691110,851650,940360]
[490110,611190] 0.53 0.56 0.39
[691110,845011]
611190 0.48 0.53 0.51
[691110,845011]
[611190,940360] 0.51 0.54 0.46
[691110,845011]
490110 0.51 0.54 0.46
[691110,845011]
[490110,940360] 0.53 0.56 0.42
[691110,845011]
[490110,611190] 0.53 0.56 0.42
[691110,845011]
[490110,611190,940360] 0.53 0.56 0.42
[691110,845011,940360]
611190 0.5 0.55
[691110,845011,940360]
490110 0.52 0.57 0.51
[691110,845011,940360]
[490110,611190] 0.55 0.58 0.47
[691110,841810]
611190 0.45 0.46 0.27
[691110,841810]
[611190,940360] 0.45 0.46 0.2
[691110,841810]
490110 0.47 0.48 0.22
[691110,841810]
[490110,940360] 0.47 0.16
[691110,841810]
[490110,611190] 0.49 0.17
[691110,841810]
[490110,611190,940360] 0.47 0.48 0.15
[691110,841810,940360]
611190 0.51 0.55 0.48
[691110,841810,940360]
490110 0.53 0.57 0.44
[691110,841810,940360]
[490110,611190] 0.56 0.58 0.39
611190 490110 0.88 0.08
611190 [490110,940360] 0.9 0.16
611190 [490110,852813] 0.61 0.69 0.62
611190 [490110,852813,940360] 0.6 0.68 0.64
611190 [490110,852812] 0.7 0.74 0.47
611190 [490110,852812,940360] 0.71 0.75 0.49
611190 [490110,851650] 0.61 0.68 0.59
611190 [490110,851650,940360] 0.61 0.69 0.62
611190 [490110,851650,852812] 0.54 0.64 0.71
611190 [490110,851650,852812,940360] 0.54 0.64 0.71
611190 [490110,845011] 0.58 0.67
611190 [490110,845011,940360] 0.58 0.67
611190 [490110,841810] 0.6 0.68 0.64
611190 [490110,841810,940360] 0.59 0.67 0.65
611190 [490110,691110] 0.85 0.86 0.21
611190 [490110,691110,940360] 0.85 0.86 0.24
611190 [490110,691110,852813] 0.61 0.69 0.62
611190 [490110,691110,852813,940360] 0.6 0.68 0.64
611190 [490110,691110,852812] 0.65 0.7 0.54
611190 [490110,691110,852812,940360] 0.66 0.72 0.57
611190 [490110,691110,851650] 0.59 0.67 0.65
611190 [490110,691110,851650,940360] 0.58 0.67
611190 [490110,691110,845011] 0.56 0.66 0.68
611190 [490110,691110,845011,940360] 0.56 0.66 0.68
611190 [490110,691110,841810] 0.6 0.68 0.64
611190 [490110,691110,841810,940360] 0.59 0.67 0.65
[611190,940360]
490110 0.91 0.01
[611190,940360]
[490110,852813] 0.62 0.68 0.57
[611190,940360]
[490110,852812] 0.74 0.77 0.41
[611190,940360]
[490110,851650] 0.62 0.67 0.53
[611190,940360]
[490110,851650,852812] 0.57 0.66 0.68
[611190,940360]
[490110,845011] 0.61 0.69 0.63
[611190,940360]
[490110,841810] 0.61 0.67 0.59
[611190,940360]
[490110,691110] 0.88 0.12
[611190,940360]
[490110,691110,852813] 0.62 0.68 0.57
[611190,940360]
[490110,691110,852812] 0.68 0.73 0.49
[611190,940360]
[490110,691110,851650] 0.6 0.66 0.6
[611190,940360]
[490110,691110,845011] 0.6 0.68 0.65
[611190,940360]
[490110,691110,841810] 0.61 0.67 0.59
[611190,852813]
490110 0.64 0.71 0.59
[611190,852813]
[490110,940360] 0.64 0.7 0.54
[611190,852813]
[490110,691110] 0.69 0.74 0.52
[611190,852813]
[490110,691110,940360] 0.68 0.72 0.49
[611190,852813,940360]
490110 0.63 0.7 0.6
[611190,852813,940360]
[490110,691110] 0.68 0.73 0.54
[611190,852812]
490110 0.71 0.73 0.36
[611190,852812]
[490110,940360] 0.74 0.75 0.31
[611190,852812]
[490110,851650] 0.61 0.23
[611190,852812]
[490110,851650,940360] 0.63 0.64 0.29
[611190,852812]
[490110,691110] 0.65 0.66 0.24
[611190,852812]
[490110,691110,940360] 0.67 0.21
[611190,852812,940360]
490110 0.72 0.75 0.4
[611190,852812,940360]
[490110,851650] 0.62 0.63 0.2
[611190,852812,940360]
[490110,691110] 0.67 0.68 0.28
[611190,851650]
490110 0.62 0.66 0.5
[611190,851650]
[490110,940360] 0.62 0.66 0.45
[611190,851650]
[490110,852812] 0.61 0.13
[611190,851650]
[490110,852812,940360] 0.62 0.11
[611190,851650]
[490110,691110] 0.6 0.62 0.4
[611190,851650]
[490110,691110,940360] 0.58 0.6 0.37
[611190,851650,940360]
490110 0.63 0.69 0.56
[611190,851650,940360]
[490110,852812] 0.64 0.65 0.21
[611190,851650,940360]
[490110,691110] 0.6 0.64 0.47
[611190,851650,852812]
490110 0.54 0.61 0.63
[611190,851650,852812]
[490110,940360] 0.56 0.63 0.6
[611190,851650,852812,940360]
490110 0.55 0.63 0.66
[611190,845011]
490110 0.6 0.68 0.63
[611190,845011]
[490110,940360] 0.63 0.7 0.6
[611190,845011]
[490110,691110] 0.62 0.68 0.56
[611190,845011]
[490110,691110,940360] 0.64 0.69 0.55
[611190,845011,940360]
490110 0.6 0.68 0.63
[611190,845011,940360]
[490110,691110] 0.62 0.68 0.56
[611190,841810]
490110 0.62 0.68 0.58
[611190,841810]
[490110,940360] 0.62 0.67 0.53
[611190,841810]
[490110,691110] 0.67 0.71 0.51
[611190,841810]
[490110,691110,940360] 0.65 0.69 0.48
[611190,841810,940360]
490110 0.6 0.67 0.59
[611190,841810,940360]
[490110,691110] 0.65 0.7 0.53
[611190,691110]
490110 0.88 0.1
[611190,691110]
[490110,940360] 0.89 0.9 0.03
[611190,691110]
[490110,852813] 0.68 0.73 0.54
[611190,691110]
[490110,852813,940360] 0.67 0.72 0.55
[611190,691110]
[490110,852812] 0.67 0.68 0.32
[611190,691110]
[490110,852812,940360] 0.68 0.7 0.34
[611190,691110]
[490110,851650] 0.61 0.64 0.47
[611190,691110]
[490110,851650,940360] 0.6 0.65 0.51
[611190,691110]
[490110,845011] 0.61 0.67 0.58
[611190,691110]
[490110,845011,940360] 0.61 0.67 0.58
[611190,691110]
[490110,841810] 0.67 0.72 0.55
[611190,691110]
[490110,841810,940360] 0.65 0.71 0.57
[611190,691110,940360]
490110 0.87 0.12
[611190,691110,940360]
[490110,852813] 0.66 0.71 0.52
[611190,691110,940360]
[490110,852812] 0.67 0.69 0.31
[611190,691110,940360]
[490110,851650] 0.59 0.62 0.45
[611190,691110,940360]
[490110,845011] 0.62 0.68 0.57
[611190,691110,940360]
[490110,841810] 0.65 0.7 0.54
[611190,691110,852813]
490110 0.64 0.71 0.59
[611190,691110,852813]
[490110,940360] 0.64 0.7 0.54
[611190,691110,852813,940360]
490110 0.63 0.7 0.6
[611190,691110,852812]
490110 0.68 0.72 0.5
[611190,691110,852812]
[490110,940360] 0.71 0.74 0.46
[611190,691110,852812,940360]
490110 0.68 0.72 0.5
[611190,691110,851650]
490110 0.6 0.67 0.59
[611190,691110,851650]
[490110,940360] 0.6 0.66 0.55
[611190,691110,851650,940360]
490110 0.59 0.66 0.61
[611190,691110,845011]
490110 0.59 0.67 0.65
[611190,691110,845011]
[490110,940360] 0.62 0.69 0.62
[611190,691110,845011,940360]
490110 0.59 0.67 0.65
[611190,691110,841810]
490110 0.63 0.7 0.6
[611190,691110,841810]
[490110,940360] 0.63 0.69 0.56
[611190,691110,841810,940360]
490110 0.62 0.69 0.62
2- Choice of Implementation: Mat lab
3-Code Snapshots
Figure 1: Calculating Kulczynski, Cosine and Imbalance Ratio
Figure 2: Calculating Kulczynski, Cosine and Imbalance Ratio
Figure 3:Calculating Support
Above snapshots contains the code for finding Kulczynski and Cosine measure value for each pattern.
Also the code for finding Imbalance Ratio between the left and right hand side of each pattern. It is
implemented in Mat Lab. Figure 1 and 2 shows the code for reading item sets from file and then its use for
calculating the required measures. Figure 3 shows the code for calculating Support Values.
