Research Article
Understanding Open Source Software Evolution Using Fuzzy Data Mining Algorithm for Time Series Data
Table 9
Transformation of data elements into fuzzy set.
| Count | 47.595 | 60.227 | 8.178 | 47.275 | 60.547 | 8.178 | 46.802 | 61.02 | 8.178 | 47.262 | 60.56 | 8.178 | 47.775 | 60.047 | 8.178 | Sp | A1.Low | A1.Middle | A1.High | A2.Low | A2.Middle | A2.High | A3.Low | A3.Middle | A3.High | A4.Low | A4.Middle | A4.High | A5.Low | A5.Middle | A5.High |
| 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0.067 | 0.933 | 0 | 0 | 0.593 | 0.407 | 2 | 1 | 0 | 0 | 0 | 1 | 0 | 0.067 | 0.933 | 0 | 0 | 0.593 | 0.407 | 0 | 1 | 0 | 3 | 0 | 1 | 0 | 0.067 | 0.933 | 0 | 0 | 0.593 | 0.407 | 0 | 1 | 0 | 0.88 | 0.12 | 0 | 4 | 0.067 | 0.933 | 0 | 0 | 0.593 | 0.407 | 0 | 1 | 0 | 0.88 | 0.12 | 0 | 0 | 1 | 0 | 5 | 0 | 0.593 | 0.407 | 0 | 1 | 0 | 0.88 | 0.12 | 0 | 0 | 1 | 0 | 0.207 | 0.793 | 0 | 6 | 0 | 1 | 0 | 0.88 | 0.12 | 0 | 0 | 1 | 0 | 0.207 | 0.793 | 0 | 0.38 | 0.62 | 0 | 7 | 0.88 | 0.12 | 0 | 0 | 1 | 0 | 0.207 | 0.793 | 0 | 0.38 | 0.62 | 0 | 0 | 0.607 | 0.393 | 8 | 0 | 1 | 0 | 0.207 | 0.793 | 0 | 0.38 | 0.62 | 0 | 0 | 0.607 | 0.393 | 1 | 0 | 0 | 9 | 0.207 | 0.793 | 0 | 0.38 | 0.62 | 0 | 0 | 0.607 | 0.393 | 1 | 0 | 0 | 0.66 | 0.34 | 0 | 10 | 0.38 | 0.62 | 0 | 0 | 0.607 | 0.393 | 1 | 0 | 0 | 0.66 | 0.34 | 0 | 0.727 | 0.273 | 0 | 11 | 0 | 0.607 | 0.393 | 1 | 0 | 0 | 0.66 | 0.34 | 0 | 0.727 | 0.273 | 0 | 0.347 | 0.653 | 0 | 12 | 1 | 0 | 0 | 0.66 | 0.34 | 0 | 0.727 | 0.273 | 0 | 0.347 | 0.653 | 0 | 0 | 1 | 0 | 13 | 0.66 | 0.34 | 0 | 0.727 | 0.273 | 0 | 0.347 | 0.653 | 0 | 0 | 1 | 0 | 0.447 | 0.553 | 0 | 14 | 0.727 | 0.273 | 0 | 0.347 | 0.653 | 0 | 0 | 1 | 0 | 0.447 | 0.553 | 0 | 0.6 | 0.4 | 0 | 15 | 0.347 | 0.653 | 0 | 0 | 1 | 0 | 0.447 | 0.553 | 0 | 0.6 | 0.4 | 0 | 0.887 | 0.113 | 0 | 16 | 0 | 1 | 0 | 0.447 | 0.553 | 0 | 0.6 | 0.4 | 0 | 0.887 | 0.113 | 0 | 0.74 | 0.26 | 0 | 17 | 0.447 | 0.553 | 0 | 0.6 | 0.4 | 0 | 0.887 | 0.113 | 0 | 0.74 | 0.26 | 0 | 0.473 | 0.527 | 0 | 18 | 0.6 | 0.4 | 0 | 0.887 | 0.113 | 0 | 0.74 | 0.26 | 0 | 0.473 | 0.527 | 0 | 0 | 1 | 0 | 19 | 0.887 | 0.113 | 0 | 0.74 | 0.26 | 0 | 0.473 | 0.527 | 0 | 0 | 1 | 0 | 0 | 0.66 | 0.34 | 20 | 0.74 | 0.26 | 0 | 0.473 | 0.527 | 0 | 0 | 1 | 0 | 0 | 0.66 | 0.34 | 0 | 0.867 | 0.133 | 21 | 0.473 | 0.527 | 0 | 0 | 1 | 0 | 0 | 0.66 | 0.34 | 0 | 0.867 | 0.133 | 0 | 0.067 | 0.933 | 22 | 0 | 1 | 0 | 0 | 0.66 | 0.34 | 0 | 0.867 | 0.133 | 0 | 0.067 | 0.933 | 0.207 | 0.793 | 0 | 23 | 0 | 0.66 | 0.34 | 0 | 0.867 | 0.133 | 0 | 0.067 | 0.933 | 0.207 | 0.793 | 0 | 0 | 1 | 0 | 24 | 0 | 0.867 | 0.133 | 0 | 0.067 | 0.933 | 0.207 | 0.793 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 25 | 0 | 0.067 | 0.933 | 0.207 | 0.793 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0.153 | 0.847 | 0 | 26 | 0.207 | 0.793 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0.153 | 0.847 | 0 | 0 | 0.58 | 0.42 | 27 | 0 | 1 | 0 | 0 | 1 | 0 | 0.153 | 0.847 | 0 | 0 | 0.58 | 0.42 | 0.433 | 0.567 | 0 | 28 | 0 | 1 | 0 | 0.153 | 0.847 | 0 | 0 | 0.58 | 0.42 | 0.433 | 0.567 | 0 | 0.333 | 0.667 | 0 | 29 | 0.153 | 0.847 | 0 | 0 | 0.58 | 0.42 | 0.433 | 0.567 | 0 | 0.333 | 0.667 | 0 | 0 | 1 | 0 | 30 | 0 | 0.58 | 0.42 | 0.433 | 0.567 | 0 | 0.333 | 0.667 | 0 | 0 | 1 | 0 | 0.5 | 0.5 | 0 | 31 | 0.433 | 0.567 | 0 | 0.333 | 0.667 | 0 | 0 | 1 | 0 | 0.5 | 0.5 | 0 | 0 | 1 | 0 | 32 | 0.333 | 0.667 | 0 | 0 | 1 | 0 | 0.5 | 0.5 | 0 | 0 | 1 | 0 | 0.193 | 0.807 | 0 | 33 | 0 | 1 | 0 | 0.5 | 0.5 | 0 | 0 | 1 | 0 | 0.193 | 0.807 | 0 | 0 | 1 | 0 | 34 | 0.5 | 0.5 | 0 | 0 | 1 | 0 | 0.193 | 0.807 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 35 | 0 | 1 | 0 | 0.193 | 0.807 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 36 | 0.193 | 0.807 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 37 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 38 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 39 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 40 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 41 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 42 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 43 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0.667 | 0.333 | 0 | 44 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0.667 | 0.333 | 0 | 0.867 | 0.133 | 0 | 45 | 1 | 0 | 0 | 1 | 0 | 0 | 0.667 | 0.333 | 0 | 0.867 | 0.133 | 0 | 1 | 0 | 0 | 46 | 1 | 0 | 0 | 0.667 | 0.333 | 0 | 0.867 | 0.133 | 0 | 1 | 0 | 0 | 0.787 | 0.213 | 0 | 47 | 0.667 | 0.333 | 0 | 0.867 | 0.133 | 0 | 1 | 0 | 0 | 0.787 | 0.213 | 0 | 0.82 | 0.18 | 0 | 48 | 0.867 | 0.133 | 0 | 1 | 0 | 0 | 0.787 | 0.213 | 0 | 0.82 | 0.18 | 0 | 0.66 | 0.34 | 0 | 49 | 1 | 0 | 0 | 0.787 | 0.213 | 0 | 0.82 | 0.18 | 0 | 0.66 | 0.34 | 0 | 0.94 | 0.06 | 0 | 50 | 0.787 | 0.213 | 0 | 0.82 | 0.18 | 0 | 0.66 | 0.34 | 0 | 0.94 | 0.06 | 0 | 0.727 | 0.273 | 0 | 51 | 0.82 | 0.18 | 0 | 0.66 | 0.34 | 0 | 0.94 | 0.06 | 0 | 0.727 | 0.273 | 0 | 0.727 | 0.273 | 0 | 52 | 0.66 | 0.34 | 0 | 0.94 | 0.06 | 0 | 0.727 | 0.273 | 0 | 0.727 | 0.273 | 0 | 0.767 | 0.233 | 0 | 53 | 0.94 | 0.06 | 0 | 0.727 | 0.273 | 0 | 0.727 | 0.273 | 0 | 0.767 | 0.233 | 0 | 0.053 | 0.947 | 0 | 54 | 0.727 | 0.273 | 0 | 0.727 | 0.273 | 0 | 0.767 | 0.233 | 0 | 0.053 | 0.947 | 0 | 0 | 0.867 | 0.133 | 55 | 0.727 | 0.273 | 0 | 0.767 | 0.233 | 0 | 0.053 | 0.947 | 0 | 0 | 0.867 | 0.133 | 0 | 0.467 | 0.533 | 56 | 0.767 | 0.233 | 0 | 0.053 | 0.947 | 0 | 0 | 0.867 | 0.133 | 0 | 0.467 | 0.533 | 0 | 0.08 | 0.92 | 57 | 0.053 | 0.947 | 0 | 0 | 0.867 | 0.133 | 0 | 0.467 | 0.533 | 0 | 0.08 | 0.92 | 0 | 0.633 | 0.367 | 58 | 0 | 0.867 | 0.133 | 0 | 0.467 | 0.533 | 0 | 0.08 | 0.92 | 0 | 0.633 | 0.367 | 0.727 | 0.273 | 0 | 59 | 0 | 0.467 | 0.533 | 0 | 0.08 | 0.92 | 0 | 0.633 | 0.367 | 0.727 | 0.273 | 0 | 0.953 | 0.047 | 0 | 60 | 0 | 0.08 | 0.92 | 0 | 0.633 | 0.367 | 0.727 | 0.273 | 0 | 0.953 | 0.047 | 0 | 0.907 | 0.093 | 0 | 61 | 0 | 0.633 | 0.367 | 0.727 | 0.273 | 0 | 0.953 | 0.047 | 0 | 0.907 | 0.093 | 0 | 0.647 | 0.353 | 0 | 62 | 0.727 | 0.273 | 0 | 0.953 | 0.047 | 0 | 0.907 | 0.093 | 0 | 0.647 | 0.353 | 0 | 0.253 | 0.747 | 0 | 63 | 0.953 | 0.047 | 0 | 0.907 | 0.093 | 0 | 0.647 | 0.353 | 0 | 0.253 | 0.747 | 0 | 0.78 | 0.22 | 0 | 64 | 0.907 | 0.093 | 0 | 0.647 | 0.353 | 0 | 0.253 | 0.747 | 0 | 0.78 | 0.22 | 0 | 0.253 | 0.747 | 0 | 65 | 0.647 | 0.353 | 0 | 0.253 | 0.747 | 0 | 0.78 | 0.22 | 0 | 0.253 | 0.747 | 0 | 0 | 1 | 0 | 66 | 0.253 | 0.747 | 0 | 0.78 | 0.22 | 0 | 0.253 | 0.747 | 0 | 0 | 1 | 0 | 0 | 0.827 | 0.173 | 67 | 0.78 | 0.22 | 0 | 0.253 | 0.747 | 0 | 0 | 1 | 0 | 0 | 0.827 | 0.173 | 0 | 0 | 1 | 68 | 0.253 | 0.747 | 0 | 0 | 1 | 0 | 0 | 0.827 | 0.173 | 0 | 0 | 1 | 0 | 0.48 | 0.52 | 69 | 0 | 1 | 0 | 0 | 0.827 | 0.173 | 0 | 0 | 1 | 0 | 0.48 | 0.52 | 0.427 | 0.573 | 0 | 70 | 0 | 0.827 | 0.173 | 0 | 0 | 1 | 0 | 0.48 | 0.52 | 0.427 | 0.573 | 0 | 0 | 0.887 | 0.113 | 71 | 0 | 0 | 1 | 0 | 0.48 | 0.52 | 0.427 | 0.573 | 0 | 0 | 0.887 | 0.113 | 0.74 | 0.26 | 0 | 72 | 0 | 0.48 | 0.52 | 0.427 | 0.573 | 0 | 0 | 0.887 | 0.113 | 0.74 | 0.26 | 0 | 0.633 | 0.367 | 0 | 73 | 0.427 | 0.573 | 0 | 0 | 0.887 | 0.113 | 0.74 | 0.26 | 0 | 0.633 | 0.367 | 0 | 0 | 1 | 0 | 74 | 0 | 0.887 | 0.113 | 0.74 | 0.26 | 0 | 0.633 | 0.367 | 0 | 0 | 1 | 0 | 0.28 | 0.72 | 0 | 75 | 0.74 | 0.26 | 0 | 0.633 | 0.367 | 0 | 0 | 1 | 0 | 0.28 | 0.72 | 0 | 0.587 | 0.413 | 0 | 76 | 0.633 | 0.367 | 0 | 0 | 1 | 0 | 0.28 | 0.72 | 0 | 0.587 | 0.413 | 0 | 0.14 | 0.86 | 0 | 77 | 0 | 1 | 0 | 0.28 | 0.72 | 0 | 0.587 | 0.413 | 0 | 0.14 | 0.86 | 0 | 0.3 | 0.7 | 0 | 78 | 0.28 | 0.72 | 0 | 0.587 | 0.413 | 0 | 0.14 | 0.86 | 0 | 0.3 | 0.7 | 0 | 0.313 | 0.687 | 0 | 79 | 0.587 | 0.413 | 0 | 0.14 | 0.86 | 0 | 0.3 | 0.7 | 0 | 0.313 | 0.687 | 0 | 0.107 | 0.893 | 0 | 80 | 0.14 | 0.86 | 0 | 0.3 | 0.7 | 0 | 0.313 | 0.687 | 0 | 0.107 | 0.893 | 0 | 0.24 | 0.76 | 0 | 81 | 0.3 | 0.7 | 0 | 0.313 | 0.687 | 0 | 0.107 | 0.893 | 0 | 0.24 | 0.76 | 0 | 0.707 | 0.293 | 0 | 82 | 0.313 | 0.687 | 0 | 0.107 | 0.893 | 0 | 0.24 | 0.76 | 0 | 0.707 | 0.293 | 0 | 0.433 | 0.567 | 0 | 83 | 0.107 | 0.893 | 0 | 0.24 | 0.76 | 0 | 0.707 | 0.293 | 0 | 0.433 | 0.567 | 0 | 0.647 | 0.353 | 0 | 84 | 0.24 | 0.76 | 0 | 0.707 | 0.293 | 0 | 0.433 | 0.567 | 0 | 0.647 | 0.353 | 0 | 0.293 | 0.707 | 0 | 85 | 0.707 | 0.293 | 0 | 0.433 | 0.567 | 0 | 0.647 | 0.353 | 0 | 0.293 | 0.707 | 0 | 0 | 0.9 | 0.1 | 86 | 0.433 | 0.567 | 0 | 0.647 | 0.353 | 0 | 0.293 | 0.707 | 0 | 0 | 0.9 | 0.1 | 0.307 | 0.693 | 0 | 87 | 0.647 | 0.353 | 0 | 0.293 | 0.707 | 0 | 0 | 0.9 | 0.1 | 0.307 | 0.693 | 0 | 0.98 | 0.02 | 0 | 88 | 0.293 | 0.707 | 0 | 0 | 0.9 | 0.1 | 0.307 | 0.693 | 0 | 0.98 | 0.02 | 0 | 0 | 0.76 | 0.24 | 89 | 0 | 0.9 | 0.1 | 0.307 | 0.693 | 0 | 0.98 | 0.02 | 0 | 0 | 0.76 | 0.24 | 0 | 1 | 0 | 90 | 0.307 | 0.693 | 0 | 0.98 | 0.02 | 0 | 0 | 0.76 | 0.24 | 0 | 1 | 0 | 0 | 0.807 | 0.193 | 91 | 0.98 | 0.02 | 0 | 0 | 0.76 | 0.24 | 0 | 1 | 0 | 0 | 0.807 | 0.193 | 0 | 0.533 | 0.467 | 92 | 0 | 0.76 | 0.24 | 0 | 1 | 0 | 0 | 0.807 | 0.193 | 0 | 0.533 | 0.467 | 0 | 0.207 | 0.793 | 93 | 0 | 1 | 0 | 0 | 0.807 | 0.193 | 0 | 0.533 | 0.467 | 0 | 0.207 | 0.793 | 0.133 | 0.867 | 0 | 94 | 0 | 0.807 | 0.193 | 0 | 0.533 | 0.467 | 0 | 0.207 | 0.793 | 0.133 | 0.867 | 0 | 0.173 | 0.827 | 0 | 95 | 0 | 0.533 | 0.467 | 0 | 0.207 | 0.793 | 0.133 | 0.867 | 0 | 0.173 | 0.827 | 0 | 0.22 | 0.78 | 0 | 96 | 0 | 0.207 | 0.793 | 0.133 | 0.867 | 0 | 0.173 | 0.827 | 0 | 0.22 | 0.78 | 0 | 0.413 | 0.587 | 0 | 97 | 0.133 | 0.867 | 0 | 0.173 | 0.827 | 0 | 0.22 | 0.78 | 0 | 0.413 | 0.587 | 0 | 0.493 | 0.507 | 0 | 98 | 0.173 | 0.827 | 0 | 0.22 | 0.78 | 0 | 0.413 | 0.587 | 0 | 0.493 | 0.507 | 0 | 0.807 | 0.193 | 0 | 99 | 0.22 | 0.78 | 0 | 0.413 | 0.587 | 0 | 0.493 | 0.507 | 0 | 0.807 | 0.193 | 0 | 1 | 0 | 0 | 100 | 0.413 | 0.587 | 0 | 0.493 | 0.507 | 0 | 0.807 | 0.193 | 0 | 1 | 0 | 0 | 0.413 | 0.587 | 0 | 101 | 0.493 | 0.507 | 0 | 0.807 | 0.193 | 0 | 1 | 0 | 0 | 0.413 | 0.587 | 0 | 0.54 | 0.46 | 0 | 102 | 0.807 | 0.193 | 0 | 1 | 0 | 0 | 0.413 | 0.587 | 0 | 0.54 | 0.46 | 0 | 0 | 1 | 0 | 103 | 1 | 0 | 0 | 0.413 | 0.587 | 0 | 0.54 | 0.46 | 0 | 0 | 1 | 0 | 0.033 | 0.967 | 0 | 104 | 0.413 | 0.587 | 0 | 0.54 | 0.46 | 0 | 0 | 1 | 0 | 0.033 | 0.967 | 0 | 0.087 | 0.913 | 0 | 105 | 0.54 | 0.46 | 0 | 0 | 1 | 0 | 0.033 | 0.967 | 0 | 0.087 | 0.913 | 0 | 1 | 0 | 0 | 106 | 0 | 1 | 0 | 0.033 | 0.967 | 0 | 0.087 | 0.913 | 0 | 1 | 0 | 0 | 0.147 | 0.853 | 0 | 107 | 0.033 | 0.967 | 0 | 0.087 | 0.913 | 0 | 1 | 0 | 0 | 0.147 | 0.853 | 0 | 0.473 | 0.527 | 0 | 108 | 0.087 | 0.913 | 0 | 1 | 0 | 0 | 0.147 | 0.853 | 0 | 0.473 | 0.527 | 0 | 0.253 | 0.747 | 0 | 109 | 1 | 0 | 0 | 0.147 | 0.853 | 0 | 0.473 | 0.527 | 0 | 0.253 | 0.747 | 0 | 0.813 | 0.187 | 0 | 110 | 0.147 | 0.853 | 0 | 0.473 | 0.527 | 0 | 0.253 | 0.747 | 0 | 0.813 | 0.187 | 0 | 0.64 | 0.36 | 0 | 111 | 0.473 | 0.527 | 0 | 0.253 | 0.747 | 0 | 0.813 | 0.187 | 0 | 0.64 | 0.36 | 0 | 0.667 | 0.333 | 0 | 112 | 0.253 | 0.747 | 0 | 0.813 | 0.187 | 0 | 0.64 | 0.36 | 0 | 0.667 | 0.333 | 0 | 0.387 | 0.613 | 0 | 113 | 0.813 | 0.187 | 0 | 0.64 | 0.36 | 0 | 0.667 | 0.333 | 0 | 0.387 | 0.613 | 0 | 0.68 | 0.32 | 0 | 114 | 0.64 | 0.36 | 0 | 0.667 | 0.333 | 0 | 0.387 | 0.613 | 0 | 0.68 | 0.32 | 0 | 0.527 | 0.473 | 0 | 115 | 0.667 | 0.333 | 0 | 0.387 | 0.613 | 0 | 0.68 | 0.32 | 0 | 0.527 | 0.473 | 0 | 0.46 | 0.54 | 0 | 116 | 0.387 | 0.613 | 0 | 0.68 | 0.32 | 0 | 0.527 | 0.473 | 0 | 0.46 | 0.54 | 0 | 0.58 | 0.42 | 0 |
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