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output.txt
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#My laptop is very slow concerning running "large" files
#The first Part is running unfinished output with the criteria givens in the assignment which are:
#Support Threshold=50% for the 1st and 2nd questions
#Support Threshold=40% and Confidence= 70%
#The second is running finished output customized criteria to let aiming to get a complete output, which are:
#Support Threshold=70% for the 1st and 2nd questions
#Support Threshold=70% and Confidence= 90%
#1sr Part:
#1st question
The Frequency of each number as follow:
[155, 112, 7, 194, 3, 18, 142, 150, 215, 32, 179, 147, 194, 160, 145, 3, 3, 1, 12, 166, 79, 129, 33, 89, 1, 35, 1, 12, 3, 38, 77, 2, 31, 106, 199, 5, 112, 3, 39, 58, 2, 2, 43, 19, 163, 7, 19, 14, 10, 4, 43, 13, 44, 1, 2, 3, 18, 42, 91, 11, 138, 211, 10, 70, 156, 46, 63, 1, 14, 3, 74, 164, 19, 188, 201, 36, 9, 47, 125, 7, 101, 10, 40, 60, 5, 160, 185, 45, 4, 2, 187, 179, 13, 11, 93, 5, 56, 39, 11, 58, 3, 3, 128, 23, 150, 167, 19, 55, 25, 123, 210, 5, 68, 16, 107, 202, 17, 39, 147, 57, 8, 62, 9, 44, 13, 51, 219, 174, 41, 229, 32, 146, 39, 3, 148, 16, 30, 76, 194, 92, 62, 10, 193, 51, 153, 97, 43, 64, 84, 74, 64, 47, 52, 35, 26, 166, 113, 205, 92, 90, 45, 5, 205, 190, 12, 62, 98, 35, 65, 41, 164, 212, 54, 55, 44, 4, 81, 2, 32, 113, 29, 130, 109, 176, 38, 10, 74, 24, 7, 168, 197, 145, 40, 27, 152, 92, 117, 50, 117, 47, 10, 75, 131, 185, 3, 1]
Our Min Support for a threshold of 50% is equal to: 123.0
The pattern of all plant species (i.e., ids) in the forests with support threshold = 50% is as follow:
[1, 4, 7, 8, 9, 11, 12, 13, 14, 15, 20, 22, 35, 45, 61, 62, 65, 72, 74, 75, 79, 86, 87, 91, 92, 103, 105, 106, 110, 111, 116, 119, 127, 128, 130, 132, 135, 139, 143, 145, 156, 158, 163, 164, 171, 172, 182, 184, 190, 191, 192, 195, 203, 204]
[['1 4'], ['1 9'], ['1 13'], ['1 35'], ['1 62'], ['1 74'], ['1 75'], ['1 91'], ['1 111'], ['1 116'], ['1 127'], ['1 130'], ['1 139'], ['1 143'], ['1 158'], ['1 163'], ['1 164'], ['1 172'], ['1 191'], ['1 204'], ['4 8'], ['4 9'], ['4 11'], ['4 12'], ['4 13'], ['4 14'], ['4 20'], ['4 35'], ['4 45'], ['4 62'], ['4 65'], ['4 72'], ['4 74'], ['4 75'], ['4 86'], ['4 87'], ['4 91'], ['4 92'], ['4 105'], ['4 106'], ['4 111'], ['4 116'], ['4 119'], ['4 127'], ['4 128'], ['4 130'], ['4 135'], ['4 139'], ['4 143'], ['4 145'], ['4 156'], ['4 158'], ['4 163'], ['4 164'], ['4 171'], ['4 172'], ['4 184'], ['4 190'], ['4 191'], ['4 195'], ['4 204'], ['7 13'], ['7 62'], ['7 127'], ['7 130'], ['7 163'], ['7 172'], ['8 9'], ['8 13'], ['8 62'], ['8 74'], ['8 75'], ['8 87'], ['8 91'], ['8 111'], ['8 127'], ['8 130'], ['8 143'], ['8 156'], ['8 158'], ['8 163'], ['8 172'], ['8 191'], ['9 11'], ['9 12'], ['9 13'], ['9 14'], ['9 15'], ['9 20'], ['9 35'], ['9 45'], ['9 61'], ['9 62'], ['9 65'], ['9 72'], ['9 74'], ['9 75'], ['9 86'], ['9 87'], ['9 91'], ['9 92'], ['9 103'], ['9 105'], ['9 106'], ['9 111'], ['9 116'], ['9 119'], ['9 127'], ['9 128'], ['9 130'], ['9 132'], ['9 135'], ['9 139'], ['9 143'], ['9 145'], ['9 156'], ['9 158'], ['9 163'], ['9 164'], ['9 171'], ['9 172'], ['9 184'], ['9 190'], ['9 191'], ['9 192'], ['9 195'], ['9 204'], ['11 13'], ['11 14'], ['11 20'], ['11 35'], ['11 45'], ['11 62'], ['11 72'], ['11 74'], ['11 75'], ['11 86'], ['11 87'], ['11 91'], ['11 92'], ['11 106'], ['11 111'], ['11 116'], ['11 127'], ['11 128'], ['11 130'], ['11 139'], ['11 143'], ['11 156'], ['11 158'], ['11 163'], ['11 164'], ['11 171'], ['11 172'], ['11 184'], ['11 190'], ['11 191'], ['11 204'], ['12 35'], ['12 62'], ['12 75'], ['12 111'], ['12 116'], ['12 127'], ['12 130'], ['12 139'], ['12 158'], ['12 163'], ['12 172'], ['12 191'], ['13 14'], ['13 15'], ['13 20'], ['13 35'], ['13 45'], ['13 61'], ['13 62'], ['13 65'], ['13 72'], ['13 74'], ['13 75'], ['13 86'], ['13 87'], ['13 91'], ['13 92'], ['13 106'], ['13 111'], ['13 116'], ['13 127'], ['13 128'], ['13 130'], ['13 139'], ['13 143'], ['13 145'], ['13 156'], ['13 158'], ['13 163'], ['13 164'], ['13 171'], ['13 172'], ['13 182'], ['13 184'], ['13 190'], ['13 191'], ['13 204'], ['14 35'], ['14 62'], ['14 75'], ['14 87'], ['14 91'], ['14 92'], ['14 106'], ['14 111'], ['14 116'], ['14 127'], ['14 130'], ['14 139'], ['14 143'], ['14 158'], ['14 163'], ['14 164'], ['14 172'], ['14 184'], ['14 191'], ['14 204'], ['15 35'], ['15 62'], ['15 74'], ['15 87'], ['15 111'], ['15 116'], ['15 127'], ['15 130'], ['15 139'], ['15 143'], ['15 158'], ['15 163'], ['15 164'], ['15 172'], ['15 191'], ['20 35'], ['20 45'], ['20 62'], ['20 74'], ['20 75'], ['20 86'], ['20 87'], ['20 91'], ['20 92'], ['20 106'], ['20 111'], ['20 116'], ['20 127'], ['20 128'], ['20 130'], ['20 139'], ['20 143'], ['20 158'], ['20 163'], ['20 164'], ['20 171'], ['20 172'], ['20 184'], ['20 191'], ['20 204'], ['35 45'], ['35 62'], ['35 65'], ['35 72'], ['35 74'], ['35 75'], ['35 86'], ['35 87'], ['35 91'], ['35 92'], ['35 105'], ['35 106'], ['35 111'], ['35 116'], ['35 119'], ['35 127'], ['35 128'], ['35 130'], ['35 132'], ['35 135'], ['35 139'], ['35 143'], ['35 145'], ['35 156'], ['35 158'], ['35 163'], ['35 164'], ['35 171'], ['35 172'], ['35 184'], ['35 190'], ['35 191'], ['35 192'], ['35 195'], ['35 204'], ['45 62'], ['45 72'], ['45 74'], ['45 75'], ['45 86'], ['45 87'], ['45 91'], ['45 92'], ['45 106'], ['45 111'], ['45 116'], ['45 127'], ['45 128'], ['45 130'], ['45 139'], ['45 143'], ['45 158'], ['45 163'], ['45 164'], ['45 171'], ['45 172'], ['45 184'], ['45 191'], ['45 204'], ['61 62'], ['61 111'], ['61 127'], ['61 130'], ['61 158'], ['61 163'], ['61 172'], ['62 65'], ['62 72'], ['62 74'], ['62 75'], ['62 86'], ['62 87'], ['62 91'], ['62 92'], ['62 105'], ['62 106'], ['62 111'], ['62 116'], ['62 119'], ['62 127'], ['62 128'], ['62 130'], ['62 132'], ['62 135'], ['62 139'], ['62 143'], ['62 145'], ['62 156'], ['62 158'], ['62 163'], ['62 164'], ['62 171'], ['62 172'], ['62 182'], ['62 184'], ['62 190'], ['62 191'], ['62 192'], ['62 195'], ['62 204'], ['65 75'], ['65 91'], ['65 92'], ['65 111'], ['65 116'], ['65 127'], ['65 128'], ['65 130'], ['65 139'], ['65 143'], ['65 145'], ['65 158'], ['65 163'], ['65 164'], ['65 172'], ['65 191'], ['65 204'], ['72 74'], ['72 75'], ['72 87'], ['72 91'], ['72 92'], ['72 106'], ['72 111'], ['72 116'], ['72 127'], ['72 128'], ['72 130'], ['72 139'], ['72 143'], ['72 156'], ['72 158'], ['72 163'], ['72 164'], ['72 171'], ['72 172'], ['72 184'], ['72 191'], ['72 204'], ['74 75'], ['74 86'], ['74 87'], ['74 91'], ['74 92'], ['74 106'], ['74 111'], ['74 116'], ['74 127'], ['74 128'], ['74 130'], ['74 132'], ['74 139'], ['74 143'], ['74 156'], ['74 158'], ['74 163'], ['74 164'], ['74 171'], ['74 172'], ['74 184'], ['74 190'], ['74 191'], ['74 204'], ['75 86'], ['75 87'], ['75 91'], ['75 92'], ['75 105'], ['75 106'], ['75 111'], ['75 116'], ['75 119'], ['75 127'], ['75 128'], ['75 130'], ['75 132'], ['75 135'], ['75 139'], ['75 143'], ['75 145'], ['75 156'], ['75 158'], ['75 163'], ['75 164'], ['75 171'], ['75 172'], ['75 184'], ['75 190'], ['75 191'], ['75 192'], ['75 195'], ['75 204'], ['86 87'], ['86 91'], ['86 92'], ['86 111'], ['86 116'], ['86 127'], ['86 128'], ['86 130'], ['86 139'], ['86 143'], ['86 158'], ['86 163'], ['86 164'], ['86 171'], ['86 172'], ['86 191'], ['86 204'], ['87 91'], ['87 92'], ['87 105'], ['87 106'], ['87 111'], ['87 116'], ['87 119'], ['87 127'], ['87 128'], ['87 130'], ['87 139'], ['87 143'], ['87 156'], ['87 158'], ['87 163'], ['87 164'], ['87 171'], ['87 172'], ['87 184'], ['87 190'], ['87 191'], ['87 204'], ['91 92'], ['91 106'], ['91 111'], ['91 116'], ['91 119'], ['91 127'], ['91 128'], ['91 130'], ['91 139'], ['91 143'], ['91 145'], ['91 156'], ['91 158'], ['91 163'], ['91 164'], ['91 171'], ['91 172'], ['91 184'], ['91 190'], ['91 191'], ['91 192'], ['91 204'], ['92 105'], ['92 106'], ['92 111'], ['92 116'], ['92 127'], ['92 128'], ['92 130'], ['92 139'], ['92 143'], ['92 145'], ['92 158'], ['92 163'], ['92 164'], ['92 171'], ['92 172'], ['92 184'], ['92 191'], ['92 204'], ['105 111'], ['105 116'], ['105 127'], ['105 130'], ['105 143'], ['105 158'], ['105 163'], ['105 164'], ['105 172'], ['105 191'], ['106 111'], ['106 116'], ['106 127'], ['106 128'], ['106 130'], ['106 139'], ['106 143'], ['106 158'], ['106 163'], ['106 164'], ['106 171'], ['106 172'], ['106 184'], ['106 190'], ['106 191'], ['106 195'], ['106 204'], ['111 116'], ['111 119'], ['111 127'], ['111 128'], ['111 130'], ['111 132'], ['111 135'], ['111 139'], ['111 143'], ['111 145'], ['111 156'], ['111 158'], ['111 163'], ['111 164'], ['111 171'], ['111 172'], ['111 184'], ['111 190'], ['111 191'], ['111 192'], ['111 195'], ['111 204'], ['116 127'], ['116 128'], ['116 130'], ['116 132'], ['116 135'], ['116 139'], ['116 143'], ['116 145'], ['116 156'], ['116 158'], ['116 163'], ['116 164'], ['116 171'], ['116 172'], ['116 184'], ['116 190'], ['116 191'], ['116 192'], ['116 195'], ['116 204'], ['119 127'], ['119 130'], ['119 158'], ['119 163'], ['119 172'], ['127 128'], ['127 130'], ['127 132'], ['127 135'], ['127 139'], ['127 143'], ['127 145'], ['127 156'], ['127 158'], ['127 163'], ['127 164'], ['127 171'], ['127 172'], ['127 182'], ['127 184'], ['127 190'], ['127 191'], ['127 192'], ['127 195'], ['127 204'], ['128 130'], ['128 139'], ['128 143'], ['128 156'], ['128 158'], ['128 163'], ['128 164'], ['128 171'], ['128 172'], ['128 184'], ['128 190'], ['128 191'], ['128 204'], ['130 132'], ['130 135'], ['130 139'], ['130 143'], ['130 145'], ['130 156'], ['130 158'], ['130 163'], ['130 164'], ['130 171'], ['130 172'], ['130 182'], ['130 184'], ['130 190'], ['130 191'], ['130 192'], ['130 195'], ['130 203'], ['130 204'], ['132 139'], ['132 143'], ['132 158'], ['132 163'], ['132 164'], ['132 172'], ['132 191'], ['135 139'], ['135 143'], ['135 158'], ['135 163'], ['135 172'], ['135 191'], ['139 143'], ['139 145'], ['139 156'], ['139 158'], ['139 163'], ['139 164'], ['139 171'], ['139 172'], ['139 184'], ['139 190'], ['139 191'], ['139 192'], ['139 195'], ['139 204'], ['143 156'], ['143 158'], ['143 163'], ['143 164'], ['143 171'], ['143 172'], ['143 184'], ['143 190'], ['143 191'], ['143 195'], ['143 204'], ['145 158'], ['145 163'], ['145 164'], ['145 172'], ['145 184'], ['145 191'], ['145 204'], ['156 158'], ['156 163'], ['156 164'], ['156 172'], ['156 184'], ['156 190'], ['156 191'], ['156 204'], ['158 163'], ['158 164'], ['158 171'], ['158 172'], ['158 184'], ['158 190'], ['158 191'], ['158 192'], ['158 195'], ['158 204'], ['163 164'], ['163 171'], ['163 172'], ['163 184'], ['163 190'], ['163 191'], ['163 192'], ['163 195'], ['163 204'], ['164 171'], ['164 172'], ['164 184'], ['164 190'], ['164 191'], ['164 192'], ['164 195'], ['164 204'], ['171 172'], ['171 184'], ['171 191'], ['171 204'], ['172 184'], ['172 190'], ['172 191'], ['172 192'], ['172 195'], ['172 204'], ['184 190'], ['184 191'], ['184 192'], ['184 195'], ['184 204'], ['190 191'], ['190 204'], ['191 192'], ['191 195'], ['191 204'], ['195 204']]
[['1 4 9'], ['1 4 130'], ['1 4 172'], ['1 9 35'], ['1 9 62'], ['1 9 75'], ['1 9 111'], ['1 9 116'], ['1 9 127'], ['1 9 130'], ['1 9 139'], ['1 9 143'], ['1 9 158'], ['1 9 163'], ['1 9 172'], ['1 9 191'], ['1 13 62'], ['1 13 127'], ['1 13 130'], ['1 35 62'], ['1 35 75'], ['1 35 111'], ['1 35 116'], ['1 35 127'], ['1 35 130'], ['1 35 139'], ['1 35 158'], ['1 35 172'], ['1 35 191'], ['1 62 75'], ['1 62 111'], ['1 62 127'], ['1 62 130'], ['1 62 139'], ['1 62 158'], ['1 62 163'], ['1 62 172'], ['1 62 191'], ['1 75 111'], ['1 75 127'], ['1 75 130'], ['1 75 139'], ['1 75 172'], ['1 75 191'], ['1 91 130'], ['1 111 116'], ['1 111 127'], ['1 111 130'], ['1 111 139'], ['1 111 158'], ['1 111 163'], ['1 111 172'], ['1 111 191'], ['1 116 127'], ['1 116 130'], ['1 116 163'], ['1 116 172'], ['1 116 191'], ['1 127 130'], ['1 127 139'], ['1 127 143'], ['1 127 158'], ['1 127 163'], ['1 127 172'], ['1 127 191'], ['1 130 139'], ['1 130 143'], ['1 130 158'], ['1 130 163'], ['1 130 164'], ['1 130 172'], ['1 130 191'], ['1 130 204'], ['1 139 163'], ['1 139 172'], ['1 139 191'], ['1 143 172'], ['1 158 172'], ['1 163 172'], ['1 163 191'], ['1 164 172'], ['1 172 191'], ['4 9 13'], ['4 9 35'], ['4 9 62'], ['4 9 74'], ['4 9 75'], ['4 9 91'], ['4 9 111'], ['4 9 116'], ['4 9 127'], ['4 9 130'], ['4 9 139'], ['4 9 143'], ['4 9 158'], ['4 9 163'], ['4 9 164'], ['4 9 172'], ['4 9 191'], ['4 9 204'], ['4 9 8'], ['4 9 11'], ['4 9 14'], ['4 9 20'], ['4 9 45'], ['4 9 65'], ['4 9 72'], ['4 9 86'], ['4 9 87'], ['4 9 92'], ['4 9 105'], ['4 9 106'], ['4 9 128'], ['4 9 145'], ['4 9 156'], ['4 9 171'], ['4 9 184'], ['4 9 190'], ['4 9 195'], ['4 13 35'], ['4 13 62'], ['4 13 74'], ['4 13 75'], ['4 13 91'], ['4 13 111'], ['4 13 116'], ['4 13 127'], ['4 13 130'], ['4 13 139'], ['4 13 143'], ['4 13 158'], ['4 13 163'], ['4 13 164'], ['4 13 172'], ['4 13 191'], ['4 13 204'], ['4 13 11'], ['4 13 72'], ['4 13 87'], ['4 13 92'], ['4 13 128'], ['4 13 156'], ['4 13 184'], ['4 13 190'], ['4 35 62'], ['4 35 74'], ['4 35 75'], ['4 35 91'], ['4 35 111'], ['4 35 116'], ['4 35 127'], ['4 35 130'], ['4 35 139'], ['4 35 143'], ['4 35 158'], ['4 35 163'], ['4 35 164'], ['4 35 172'], ['4 35 191'], ['4 35 204'], ['4 35 11'], ['4 35 14'], ['4 35 20'], ['4 35 45'], ['4 35 65'], ['4 35 86'], ['4 35 87'], ['4 35 92'], ['4 35 106'], ['4 35 128'], ['4 35 145'], ['4 35 171'], ['4 35 184'], ['4 62 74'], ['4 62 75'], ['4 62 91'], ['4 62 111'], ['4 62 116'], ['4 62 127'], ['4 62 130'], ['4 62 139'], ['4 62 143'], ['4 62 158'], ['4 62 163'], ['4 62 164'], ['4 62 172'], ['4 62 191'], ['4 62 204'], ['4 62 8'], ['4 62 11'], ['4 62 14'], ['4 62 20'], ['4 62 45'], ['4 62 65'], ['4 62 72'], ['4 62 86'], ['4 62 87'], ['4 62 92'], ['4 62 106'], ['4 62 128'], ['4 62 145'], ['4 62 156'], ['4 62 171'], ['4 62 184'], ['4 62 190'], ['4 74 75'], ['4 74 91'], ['4 74 111'], ['4 74 116'], ['4 74 127'], ['4 74 130'], ['4 74 139'], ['4 74 143'], ['4 74 158'], ['4 74 163'], ['4 74 164'], ['4 74 172'], ['4 74 191'], ['4 74 204'], ['4 74 11'], ['4 74 87'], ['4 74 92'], ['4 74 128'], ['4 75 91'], ['4 75 111'], ['4 75 116'], ['4 75 127'], ['4 75 130'], ['4 75 139'], ['4 75 143'], ['4 75 158'], ['4 75 163'], ['4 75 164'], ['4 75 172'], ['4 75 191'], ['4 75 204'], ['4 75 11'], ['4 75 20'], ['4 75 45'], ['4 75 65'], ['4 75 72'], ['4 75 86'], ['4 75 87'], ['4 75 92'], ['4 75 106'], ['4 75 128'], ['4 75 171'], ['4 75 184'], ['4 75 190'], ['4 75 195'], ['4 91 111'], ['4 91 116'], ['4 91 127'], ['4 91 130'], ['4 91 139'], ['4 91 143'], ['4 91 158'], ['4 91 163'], ['4 91 164'], ['4 91 172'], ['4 91 191'], ['4 91 204'], ['4 91 11'], ['4 91 45'], ['4 91 72'], ['4 91 86'], ['4 91 87'], ['4 91 92'], ['4 91 106'], ['4 91 128'], ['4 91 156'], ['4 91 184'], ['4 111 116'], ['4 111 127'], ['4 111 130'], ['4 111 139'], ['4 111 143'], ['4 111 158'], ['4 111 163'], ['4 111 164'], ['4 111 172'], ['4 111 191'], ['4 111 204'], ['4 111 11'], ['4 111 14'], ['4 111 20'], ['4 111 45'], ['4 111 65'], ['4 111 72'], ['4 111 86'], ['4 111 87'], ['4 111 92'], ['4 111 106'], ['4 111 128'], ['4 111 145'], ['4 111 156'], ['4 111 171'], ['4 111 184'], ['4 111 190'], ['4 116 127'], ['4 116 130'], ['4 116 139'], ['4 116 143'], ['4 116 158'], ['4 116 163'], ['4 116 164'], ['4 116 172'], ['4 116 191'], ['4 116 204'], ['4 116 11'], ['4 116 20'], ['4 116 45'], ['4 116 65'], ['4 116 72'], ['4 116 86'], ['4 116 87'], ['4 116 92'], ['4 116 106'], ['4 116 128'], ['4 116 145'], ['4 116 171'], ['4 116 184'], ['4 127 130'], ['4 127 139'], ['4 127 143'], ['4 127 158'], ['4 127 163'], ['4 127 164'], ['4 127 172'], ['4 127 191'], ['4 127 204'], ['4 127 8'], ['4 127 11'], ['4 127 14'], ['4 127 20'], ['4 127 45'], ['4 127 65'], ['4 127 72'], ['4 127 86'], ['4 127 87'], ['4 127 92'], ['4 127 105'], ['4 127 106'], ['4 127 128'], ['4 127 145'], ['4 127 156'], ['4 127 171'], ['4 127 184'], ['4 127 190'], ['4 127 195'], ['4 130 139'], ['4 130 143'], ['4 130 158'], ['4 130 163'], ['4 130 164'], ['4 130 172'], ['4 130 191'], ['4 130 204'], ['4 130 8'], ['4 130 11'], ['4 130 14'], ['4 130 20'], ['4 130 45'], ['4 130 65'], ['4 130 72'], ['4 130 86'], ['4 130 87'], ['4 130 92'], ['4 130 105'], ['4 130 106'], ['4 130 128'], ['4 130 145'], ['4 130 156'], ['4 130 171'], ['4 130 184'], ['4 130 190'], ['4 130 195'], ['4 139 143'], ['4 139 158'], ['4 139 163'], ['4 139 164'], ['4 139 172'], ['4 139 191'], ['4 139 204'], ['4 139 11'], ['4 139 20'], ['4 139 45'], ['4 139 65'], ['4 139 86'], ['4 139 87'], ['4 139 92'], ['4 139 106'], ['4 139 128'], ['4 139 184'], ['4 143 158'], ['4 143 163'], ['4 143 164'], ['4 143 172'], ['4 143 191'], ['4 143 204'], ['4 143 11'], ['4 143 86'], ['4 143 87'], ['4 143 92'], ['4 143 128'], ['4 143 190'], ['4 158 163'], ['4 158 164'], ['4 158 172'], ['4 158 191'], ['4 158 204'], ['4 158 11'], ['4 158 14'], ['4 158 20'], ['4 158 45'], ['4 158 65'], ['4 158 72'], ['4 158 86'], ['4 158 87'], ['4 158 92'], ['4 158 105'], ['4 158 106'], ['4 158 128'], ['4 158 171'], ['4 158 184'], ['4 158 190'], ['4 163 164'], ['4 163 172'], ['4 163 191'], ['4 163 204'], ['4 163 11'], ['4 163 20'], ['4 163 45'], ['4 163 86'], ['4 163 87'], ['4 163 92'], ['4 163 106'], ['4 163 128'], ['4 163 171'], ['4 163 184'], ['4 163 190'], ['4 164 172'], ['4 164 191'], ['4 164 204'], ['4 164 11'], ['4 164 20'], ['4 164 45'], ['4 164 72'], ['4 164 86'], ['4 164 87'], ['4 164 92'], ['4 164 106'], ['4 164 128'], ['4 164 145'], ['4 164 171'], ['4 164 184'], ['4 172 191'], ['4 172 204'], ['4 172 11'], ['4 172 14'], ['4 172 20'], ['4 172 45'], ['4 172 65'], ['4 172 72'], ['4 172 86'], ['4 172 87'], ['4 172 92'], ['4 172 106'], ['4 172 128'], ['4 172 145'], ['4 172 171'], ['4 172 184'], ['4 172 190'], ['4 191 204'], ['4 191 11'], ['4 191 14'], ['4 191 20'], ['4 191 45'], ['4 191 65'], ['4 191 72'], ['4 191 86'], ['4 191 87'], ['4 191 92'], ['4 191 106'], ['4 191 128'], ['4 191 145'], ['4 191 171'], ['4 191 184'], ['4 191 190'], ['4 204 11'], ['4 204 45'], ['4 204 86'], ['4 204 87'], ['4 204 92'], ['4 204 106'], ['4 204 128'], ['4 204 184'], ['4 11 87'], ['4 11 92'], ['4 11 128'], ['4 20 92'], ['4 45 87'], ['4 45 92'], ['4 45 128'], ['4 72 87'], ['4 86 87'], ['4 86 92'], ['4 86 128'], ['4 87 92'], ['4 87 106'], ['4 87 128'], ['4 87 184'], ['4 92 106'], ['4 92 128'], ['4 92 145'], ['4 106 128'], ['4 128 184'], ['4 128 190'], ['9 13 35'], ['9 13 62'], ['9 13 74'], ['9 13 75'], ['9 13 91'], ['9 13 111'], ['9 13 116'], ['9 13 127'], ['9 13 130'], ['9 13 139'], ['9 13 143'], ['9 13 158'], ['9 13 163'], ['9 13 164'], ['9 13 172'], ['9 13 191'], ['9 13 204'], ['9 13 8'], ['9 13 11'], ['9 13 45'], ['9 13 72'], ['9 13 86'], ['9 13 87'], ['9 13 92'], ['9 13 106'], ['9 13 128'], ['9 13 156'], ['9 13 171'], ['9 13 184'], ['9 13 190'], ['9 35 62'], ['9 35 74'], ['9 35 75'], ['9 35 91'], ['9 35 111'], ['9 35 116'], ['9 35 127'], ['9 35 130'], ['9 35 139'], ['9 35 143'], ['9 35 158'], ['9 35 163'], ['9 35 164'], ['9 35 172'], ['9 35 191'], ['9 35 204'], ['9 35 11'], ['9 35 14'], ['9 35 20'], ['9 35 45'], ['9 35 65'], ['9 35 72'], 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164 72'], ['116 13 164 87'], ['116 13 164 184'], ['116 91 164 204'], ['116 91 164 11'], ['116 91 164 20'], ['116 91 164 45'], ['116 91 164 72'], ['116 91 164 87'], ['116 91 164 92'], ['116 91 164 106'], ['116 91 164 128'], ['116 91 164 184'], ['116 91 204 92'], ['116 91 204 128'], ['116 91 204 184'], ['116 164 204 11'], ['116 164 204 20'], ['116 164 204 92'], ['116 164 204 128'], ['116 164 204 184'], ['116 164 20 184'], ['127 139 143 158'], ['127 139 143 163'], ['127 139 143 191'], ['127 139 143 13'], ['127 139 143 91'], ['127 139 143 164'], ['127 139 143 204'], ['127 139 143 74'], ['127 139 143 11'], ['127 139 143 87'], ['127 139 143 92'], ['127 139 143 128'], ['127 139 143 184'], ['127 139 158 163'], ['127 139 158 191'], ['127 139 158 13'], ['127 139 158 91'], ['127 139 158 164'], ['127 139 158 204'], ['127 139 158 74'], ['127 139 158 11'], ['127 139 158 87'], ['127 139 158 92'], ['127 139 158 128'], ['127 139 163 191'], ['127 139 163 13'], ['127 139 163 91'], ['127 139 163 164'], ['127 139 163 204'], ['127 139 163 74'], ['127 139 163 11'], ['127 139 163 87'], ['127 139 163 92'], ['127 139 163 128'], ['127 139 163 184'], ['127 139 191 13'], ['127 139 191 91'], ['127 139 191 164'], ['127 139 191 204'], ['127 139 191 74'], ['127 139 191 11'], ['127 139 191 20'], ['127 139 191 45'], ['127 139 191 65'], ['127 139 191 72'], ['127 139 191 86'], ['127 139 191 87'], ['127 139 191 92'], ['127 139 191 106'], ['127 139 191 128'], ['127 139 191 145'], ['127 139 191 171'], ['127 139 191 184'], ['127 139 191 192'], ['127 139 13 91'], ['127 139 13 164'], ['127 139 13 204'], ['127 139 13 74'], ['127 139 13 72'], ['127 139 13 87'], ['127 139 13 92'], ['127 139 13 184'], ['127 139 91 164'], ['127 139 91 204'], ['127 139 91 74'], ['127 139 91 72'], ['127 139 91 87'], ['127 139 91 92'], ['127 139 91 184'], ['127 139 164 204'], ['127 139 164 74'], ['127 139 164 11'], ['127 139 164 20'], ['127 139 164 45'], ['127 139 164 87'], ['127 139 164 92'], ['127 139 164 128'], ['127 139 164 184'], ['127 139 204 74'], ['127 139 204 11'], ['127 139 204 87'], ['127 139 204 92'], ['127 139 204 128'], ['127 139 204 184'], ['127 139 74 87'], ['127 143 158 163'], ['127 143 158 191'], ['127 143 158 13'], ['127 143 158 91'], ['127 143 158 164'], ['127 143 158 204'], ['127 143 158 74'], ['127 143 158 11'], ['127 143 158 87'], ['127 143 158 92'], ['127 143 158 128'], ['127 143 163 191'], ['127 143 163 13'], ['127 143 163 91'], ['127 143 163 164'], ['127 143 163 204'], ['127 143 163 74'], ['127 143 163 11'], ['127 143 163 87'], ['127 143 163 92'], ['127 143 163 128'], ['127 143 163 184'], ['127 143 163 190'], ['127 143 191 13'], ['127 143 191 91'], ['127 143 191 164'], ['127 143 191 204'], ['127 143 191 74'], ['127 143 191 11'], ['127 143 191 87'], ['127 143 191 92'], ['127 143 191 128'], ['127 143 191 184'], ['127 143 13 91'], ['127 143 13 164'], ['127 143 13 204'], ['127 143 13 74'], ['127 143 13 11'], ['127 143 13 87'], ['127 143 13 128'], ['127 143 13 156'], ['127 143 13 190'], ['127 143 91 164'], ['127 143 91 204'], ['127 143 91 74'], ['127 143 91 87'], ['127 143 164 204'], ['127 143 164 11'], ['127 143 164 87'], ['127 143 164 92'], ['127 143 164 184'], ['127 143 204 74'], ['127 143 204 11'], ['127 143 204 87'], ['127 143 74 11'], ['127 143 74 87'], ['127 143 74 190'], ['127 143 11 87'], ['127 143 87 128'], ['127 158 163 191'], ['127 158 163 13'], ['127 158 163 91'], ['127 158 163 164'], ['127 158 163 204'], ['127 158 163 74'], ['127 158 163 11'], ['127 158 163 20'], ['127 158 163 45'], ['127 158 163 86'], ['127 158 163 87'], ['127 158 163 92'], ['127 158 163 106'], ['127 158 163 128'], ['127 158 163 184'], ['127 158 163 190'], ['127 158 191 13'], ['127 158 191 91'], ['127 158 191 164'], ['127 158 191 204'], ['127 158 191 74'], ['127 158 191 11'], ['127 158 191 20'], ['127 158 191 45'], ['127 158 191 86'], ['127 158 191 87'], ['127 158 191 92'], ['127 158 191 106'], ['127 158 191 128'], ['127 158 191 145'], ['127 158 191 171'], ['127 158 191 184'], ['127 158 13 91'], ['127 158 13 164'], ['127 158 13 204'], ['127 158 13 74'], ['127 158 13 11'], ['127 158 13 72'], ['127 158 13 87'], ['127 158 13 92'], ['127 158 13 128'], ['127 158 13 156'], ['127 158 13 184'], ['127 158 91 164'], ['127 158 91 204'], ['127 158 91 74'], ['127 158 91 11'], ['127 158 91 72'], ['127 158 91 87'], ['127 158 91 92'], ['127 158 91 128'], ['127 158 164 204'], ['127 158 164 74'], ['127 158 164 11'], ['127 158 164 20'], ['127 158 164 45'], ['127 158 164 86'], ['127 158 164 87'], ['127 158 164 92'], ['127 158 164 106'], ['127 158 164 128'], ['127 158 164 184'], ['127 158 204 74'], ['127 158 204 11'], ['127 158 204 87'], ['127 158 204 92'], ['127 158 204 106'], ['127 158 204 128'], ['127 158 204 184'], ['127 158 74 87'], ['127 158 11 87'], ['127 158 11 128'], ['127 158 87 92'], ['127 158 87 128'], ['127 158 92 128'], ['127 163 191 13'], ['127 163 191 91'], ['127 163 191 164'], ['127 163 191 204'], ['127 163 191 74'], ['127 163 191 11'], ['127 163 191 20'], ['127 163 191 45'], ['127 163 191 86'], ['127 163 191 87'], ['127 163 191 92'], ['127 163 191 106'], ['127 163 191 128'], ['127 163 191 145'], ['127 163 191 171'], ['127 163 191 184'], ['127 163 13 91'], ['127 163 13 164'], ['127 163 13 204'], ['127 163 13 74'], ['127 163 13 11'], ['127 163 13 72'], ['127 163 13 87'], ['127 163 13 92'], ['127 163 13 128'], ['127 163 13 156'], ['127 163 13 184'], ['127 163 13 190'], ['127 163 91 164'], ['127 163 91 204'], ['127 163 91 74'], ['127 163 91 11'], ['127 163 91 45'], ['127 163 91 72'], ['127 163 91 87'], ['127 163 91 92'], ['127 163 91 106'], ['127 163 91 128'], ['127 163 91 156'], ['127 163 91 184'], ['127 163 164 204'], ['127 163 164 74'], ['127 163 164 11'], ['127 163 164 20'], ['127 163 164 45'], ['127 163 164 87'], ['127 163 164 92'], ['127 163 164 106'], ['127 163 164 128'], ['127 163 164 171'], ['127 163 164 184'], ['127 163 204 74'], ['127 163 204 11'], ['127 163 204 87'], ['127 163 204 92'], ['127 163 204 106'], ['127 163 204 128'], ['127 163 204 184'], ['127 163 74 11'], ['127 163 74 87'], ['127 163 11 87'], ['127 163 11 128'], ['127 163 87 92'], ['127 163 87 128'], ['127 163 87 184'], ['127 191 13 91'], ['127 191 13 164'], ['127 191 13 204'], ['127 191 13 74'], ['127 191 13 11'], ['127 191 13 20'], ['127 191 13 72'], ['127 191 13 87'], ['127 191 13 92'], ['127 191 13 128'], ['127 191 13 171'], ['127 191 13 184'], ['127 191 91 164'], ['127 191 91 204'], ['127 191 91 74'], ['127 191 91 11'], ['127 191 91 20'], ['127 191 91 45'], ['127 191 91 72'], ['127 191 91 87'], ['127 191 91 92'], ['127 191 91 106'], ['127 191 91 128'], ['127 191 91 145'], ['127 191 91 156'], ['127 191 91 184'], ['127 191 164 204'], ['127 191 164 74'], ['127 191 164 11'], ['127 191 164 20'], ['127 191 164 45'], ['127 191 164 72'], ['127 191 164 86'], ['127 191 164 87'], ['127 191 164 92'], ['127 191 164 106'], ['127 191 164 128'], ['127 191 164 145'], ['127 191 164 171'], ['127 191 164 184'], ['127 191 164 192'], ['127 191 204 74'], ['127 191 204 11'], ['127 191 204 20'], ['127 191 204 45'], ['127 191 204 87'], ['127 191 204 92'], ['127 191 204 106'], ['127 191 204 128'], ['127 191 204 145'], ['127 191 204 171'], ['127 191 204 184'], ['127 191 74 87'], ['127 191 74 92'], ['127 191 74 184'], ['127 191 11 184'], ['127 191 20 92'], ['127 191 20 184'], ['127 191 86 92'], ['127 191 87 92'], ['127 191 87 128'], ['127 191 87 184'], ['127 191 92 128'], ['127 191 92 145'], ['127 191 92 184'], ['127 191 106 184'], ['127 191 128 184'], ['127 13 91 164'], ['127 13 91 204'], ['127 13 91 74'], ['127 13 91 11'], ['127 13 91 72'], ['127 13 91 87'], ['127 13 91 92'], ['127 13 91 128'], ['127 13 91 156'], ['127 13 91 184'], ['127 13 164 204'], ['127 13 164 74'], ['127 13 164 11'], ['127 13 164 72'], ['127 13 164 87'], ['127 13 164 92'], ['127 13 164 156'], ['127 13 164 184'], ['127 13 204 87'], ['127 13 204 184'], ['127 13 74 11'], ['127 13 74 87'], ['127 13 74 156'], ['127 13 11 87'], ['127 13 72 87'], ['127 13 87 92'], ['127 13 87 128'], ['127 13 87 156'], ['127 13 87 184'], ['127 91 164 204'], ['127 91 164 74'], ['127 91 164 11'], ['127 91 164 20'], ['127 91 164 45'], ['127 91 164 72'], ['127 91 164 87'], ['127 91 164 92'], ['127 91 164 106'], ['127 91 164 128'], ['127 91 164 156'], ['127 91 164 184'], ['127 91 204 74'], ['127 91 204 11'], ['127 91 204 45'], ['127 91 204 72'], ['127 91 204 87'], ['127 91 204 92'], ['127 91 204 106'], ['127 91 204 128'], ['127 91 204 184'], ['127 91 74 87'], ['127 91 74 156'], ['127 91 72 87'], ['127 91 72 156'], ['127 91 87 92'], ['127 91 87 128'], ['127 91 87 156'], ['127 164 204 74'], ['127 164 204 11'], ['127 164 204 20'], ['127 164 204 45'], ['127 164 204 87'], ['127 164 204 92'], ['127 164 204 106'], ['127 164 204 128'], ['127 164 204 184'], ['127 164 74 87'], ['127 164 11 87'], ['127 164 87 128'], ['127 164 87 184'], ['127 164 128 184'], ['127 74 11 87'], ['139 143 158 163'], ['139 143 158 191'], ['139 143 158 164'], ['139 143 163 191'], ['139 143 163 13'], ['139 143 163 164'], ['139 143 163 204'], ['139 143 163 74'], ['139 143 163 87'], ['139 143 163 184'], ['139 143 191 13'], ['139 143 191 91'], ['139 143 191 164'], ['139 143 191 204'], ['139 143 191 74'], ['139 143 191 92'], ['139 143 191 184'], ['139 143 13 164'], ['139 143 164 204'], ['139 143 164 184'], ['139 158 163 191'], ['139 158 163 13'], ['139 158 163 91'], ['139 158 163 164'], ['139 158 163 204'], ['139 158 163 74'], ['139 158 163 11'], ['139 158 191 13'], ['139 158 191 91'], ['139 158 191 164'], ['139 158 191 204'], ['139 158 191 74'], ['139 158 191 11'], ['139 158 191 87'], ['139 158 191 92'], ['139 158 191 184'], ['139 158 91 204'], ['139 158 164 204'], ['139 158 164 92'], ['139 163 191 13'], ['139 163 191 91'], ['139 163 191 164'], ['139 163 191 204'], ['139 163 191 74'], ['139 163 191 11'], ['139 163 191 87'], ['139 163 191 92'], ['139 163 191 106'], ['139 163 191 145'], ['139 163 191 171'], ['139 163 191 184'], ['139 163 13 164'], ['139 163 13 204'], ['139 163 13 74'], ['139 163 13 87'], ['139 163 91 164'], ['139 163 91 204'], ['139 163 164 204'], ['139 163 164 74'], ['139 163 164 11'], ['139 163 164 87'], ['139 163 164 92'], ['139 163 164 184'], ['139 163 204 74'], ['139 163 204 11'], ['139 163 204 184'], ['139 163 74 87'], ['139 191 13 91'], ['139 191 13 164'], ['139 191 13 204'], ['139 191 13 87'], ['139 191 13 184'], ['139 191 91 164'], ['139 191 91 204'], ['139 191 91 74'], ['139 191 91 87'], ['139 191 91 92'], ['139 191 91 184'], ['139 191 164 204'], ['139 191 164 74'], ['139 191 164 11'], ['139 191 164 20'], ['139 191 164 45'], ['139 191 164 87'], ['139 191 164 92'], ['139 191 164 171'], ['139 191 164 184'], ['139 191 164 192'], ['139 191 204 74'], ['139 191 204 11'], ['139 191 204 87'], ['139 191 204 92'], ['139 191 204 145'], ['139 191 204 171'], ['139 191 204 184'], ['139 13 91 164'], ['139 13 164 204'], ['139 91 164 204'], ['139 164 204 184'], ['143 158 163 191'], ['143 158 163 13'], ['143 158 163 164'], ['143 158 163 74'], ['143 158 163 11'], ['143 158 191 164'], ['143 163 191 13'], ['143 163 191 91'], ['143 163 191 164'], ['143 163 191 204'], ['143 163 191 74'], ['143 163 191 11'], ['143 163 191 87'], ['143 163 191 184'], ['143 163 13 164'], ['143 163 13 74'], ['143 163 13 87'], ['143 163 164 204'], ['143 163 164 74'], ['143 163 164 184'], ['143 163 74 87'], ['143 191 13 164'], ['143 191 164 204'], ['143 191 164 74'], ['143 191 164 87'], ['143 191 164 184'], ['143 13 74 87'], ['158 163 191 13'], ['158 163 191 91'], ['158 163 191 164'], ['158 163 191 204'], ['158 163 191 74'], ['158 163 191 11'], ['158 163 191 87'], ['158 163 191 92'], ['158 163 191 106'], ['158 163 191 184'], ['158 163 13 91'], ['158 163 13 164'], ['158 163 13 74'], ['158 163 13 11'], ['158 163 13 87'], ['158 163 91 164'], ['158 163 91 204'], ['158 163 91 74'], ['158 163 164 204'], ['158 163 164 74'], ['158 163 164 11'], ['158 163 164 87'], ['158 163 164 92'], ['158 163 164 106'], ['158 163 164 184'], ['158 163 204 74'], ['158 163 204 11'], ['158 163 74 11'], ['158 163 74 87'], ['158 191 13 91'], ['158 191 13 164'], ['158 191 13 204'], ['158 191 91 164'], ['158 191 91 204'], ['158 191 91 92'], ['158 191 164 204'], ['158 191 164 74'], ['158 191 164 11'], ['158 191 164 20'], ['158 191 164 87'], ['158 191 164 92'], ['158 191 164 106'], ['158 191 164 171'], ['158 191 164 184'], ['158 191 204 11'], ['158 191 204 92'], ['158 191 204 184'], ['158 13 91 164'], ['158 91 164 204'], ['163 191 13 91'], ['163 191 13 164'], ['163 191 13 204'], ['163 191 13 74'], ['163 191 13 87'], ['163 191 13 184'], ['163 191 91 164'], ['163 191 91 204'], ['163 191 91 74'], ['163 191 91 87'], ['163 191 91 92'], ['163 191 91 184'], ['163 191 164 204'], ['163 191 164 74'], ['163 191 164 11'], ['163 191 164 20'], ['163 191 164 87'], ['163 191 164 92'], ['163 191 164 106'], ['163 191 164 128'], ['163 191 164 171'], ['163 191 164 184'], ['163 191 204 74'], ['163 191 204 11'], ['163 191 204 184'], ['163 191 74 87'], ['163 191 74 184'], ['163 191 11 184'], ['163 191 87 184'], ['163 191 106 184'], ['163 13 91 164'], ['163 13 91 74'], ['163 13 91 72'], ['163 13 91 87'], ['163 13 164 204'], ['163 13 164 74'], ['163 13 164 11'], ['163 13 164 87'], ['163 13 164 184'], ['163 13 74 87'], ['163 91 164 204'], ['163 91 164 11'], ['163 91 164 87'], ['163 91 164 92'], ['163 91 164 184'], ['163 91 74 87'], ['163 164 204 11'], ['163 164 204 184'], ['163 164 74 87'], ['191 13 91 164'], ['191 13 91 204'], ['191 13 91 72'], ['191 13 91 87'], ['191 13 91 184'], ['191 13 164 204'], ['191 13 164 87'], ['191 13 164 184'], ['191 13 204 184'], ['191 91 164 204'], ['191 91 164 74'], ['191 91 164 11'], ['191 91 164 87'], ['191 91 164 92'], ['191 91 164 184'], ['191 91 204 92'], ['191 91 204 184'], ['191 164 204 11'], ['191 164 204 20'], ['191 164 204 87'], ['191 164 204 92'], ['191 164 204 171'], ['191 164 204 184'], ['191 164 74 184'], ['191 164 11 184'], ['191 164 20 184'], ['191 164 87 184'], ['191 164 106 184'], ['191 164 128 184'], ['13 91 164 204'], ['13 91 164 72'], ['13 91 164 87'], ['13 91 74 87'], ['13 91 72 87'], ['91 164 204 184']]
...
..
.
//Unable to get finished output due to long running time
#2nd question:
Exact same output as 1st question except that it will only returns the last row which represents the max pattern
//Unable to get the final completed output due to long running time
#3rd question:
//Unable to get the final completed output due to long running time
#2nd part (Customized):
#1st question:
C:\Users\ycberrehouma\venv\apriori-api\Scripts\python.exe C:/Users/ycberrehouma/PycharmProjects/apriori-api/1st.py
The Frequency of each number as follow:
[155, 112, 7, 194, 3, 18, 142, 150, 215, 32, 179, 147, 194, 160, 145, 3, 3, 1, 12, 166, 79, 129, 33, 89, 1, 35, 1, 12, 3, 38, 77, 2, 31, 106, 199, 5, 112, 3, 39, 58, 2, 2, 43, 19, 163, 7, 19, 14, 10, 4, 43, 13, 44, 1, 2, 3, 18, 42, 91, 11, 138, 211, 10, 70, 156, 46, 63, 1, 14, 3, 74, 164, 19, 188, 201, 36, 9, 47, 125, 7, 101, 10, 40, 60, 5, 160, 185, 45, 4, 2, 187, 179, 13, 11, 93, 5, 56, 39, 11, 58, 3, 3, 128, 23, 150, 167, 19, 55, 25, 123, 210, 5, 68, 16, 107, 202, 17, 39, 147, 57, 8, 62, 9, 44, 13, 51, 219, 174, 41, 229, 32, 146, 39, 3, 148, 16, 30, 76, 194, 92, 62, 10, 193, 51, 153, 97, 43, 64, 84, 74, 64, 47, 52, 35, 26, 166, 113, 205, 92, 90, 45, 5, 205, 190, 12, 62, 98, 35, 65, 41, 164, 212, 54, 55, 44, 4, 81, 2, 32, 113, 29, 130, 109, 176, 38, 10, 74, 24, 7, 168, 197, 145, 40, 27, 152, 92, 117, 50, 117, 47, 10, 75, 131, 185, 3, 1]
Our Min Support for a threshold of 70% is equal to: 172.2
The pattern of all plant species (i.e., ids) in the forests with support threshold = 50% is as follow:
[4, 9, 11, 13, 35, 62, 74, 75, 87, 91, 92, 111, 116, 127, 128, 130, 139, 143, 158, 163, 164, 172, 184, 191, 204]
[['4 9'], ['4 62'], ['4 111'], ['4 127'], ['4 130'], ['4 158'], ['4 172'], ['9 13'], ['9 35'], ['9 62'], ['9 75'], ['9 87'], ['9 91'], ['9 111'], ['9 116'], ['9 127'], ['9 130'], ['9 139'], ['9 158'], ['9 163'], ['9 172'], ['9 191'], ['13 62'], ['13 111'], ['13 127'], ['13 130'], ['35 62'], ['35 75'], ['35 111'], ['35 116'], ['35 127'], ['35 130'], ['35 158'], ['35 172'], ['35 191'], ['62 75'], ['62 91'], ['62 111'], ['62 116'], ['62 127'], ['62 130'], ['62 139'], ['62 158'], ['62 163'], ['62 164'], ['62 172'], ['62 191'], ['74 127'], ['74 130'], ['75 111'], ['75 116'], ['75 127'], ['75 130'], ['75 139'], ['75 158'], ['75 163'], ['75 164'], ['75 172'], ['75 191'], ['87 127'], ['87 130'], ['91 111'], ['91 127'], ['91 130'], ['92 130'], ['111 116'], ['111 127'], ['111 130'], ['111 139'], ['111 158'], ['111 163'], ['111 164'], ['111 172'], ['111 191'], ['111 204'], ['116 127'], ['116 130'], ['116 158'], ['116 163'], ['116 164'], ['116 172'], ['116 191'], ['127 130'], ['127 139'], ['127 143'], ['127 158'], ['127 163'], ['127 164'], ['127 172'], ['127 191'], ['127 204'], ['130 139'], ['130 143'], ['130 158'], ['130 163'], ['130 164'], ['130 172'], ['130 191'], ['130 204'], ['139 172'], ['139 191'], ['143 172'], ['158 163'], ['158 172'], ['163 172'], ['163 191'], ['164 191'], ['172 191']]
[['4 9 127'], ['4 9 130'], ['4 127 130'], ['9 62 111'], ['9 62 127'], ['9 62 130'], ['9 111 127'], ['9 111 130'], ['9 127 130'], ['9 127 158'], ['9 127 172'], ['9 130 158'], ['9 130 172'], ['9 130 35'], ['9 130 75'], ['9 130 116'], ['9 130 163'], ['62 111 127'], ['62 111 130'], ['62 111 172'], ['62 111 191'], ['62 127 130'], ['62 127 172'], ['62 130 158'], ['62 130 172'], ['62 130 75'], ['62 130 116'], ['62 130 163'], ['62 130 191'], ['111 127 130'], ['111 127 158'], ['111 127 172'], ['111 127 75'], ['111 127 91'], ['111 127 116'], ['111 127 163'], ['111 127 191'], ['111 130 158'], ['111 130 172'], ['111 130 35'], ['111 130 75'], ['111 130 91'], ['111 130 116'], ['111 130 163'], ['111 130 191'], ['111 130 164'], ['111 172 191'], ['127 130 158'], ['127 130 172'], ['127 130 13'], ['127 130 35'], ['127 130 75'], ['127 130 91'], ['127 130 116'], ['127 130 139'], ['127 130 163'], ['127 130 191'], ['127 130 164'], ['130 158 172'], ['130 172 35'], ['130 172 75'], ['130 172 116'], ['130 172 139'], ['130 172 163'], ['130 172 191'], ['130 35 75'], ['130 35 116'], ['130 35 191'], ['130 75 116'], ['130 75 191'], ['130 116 163'], ['130 116 191']]
[['9 127 130 62'], ['9 127 130 111'], ['9 127 130 158'], ['9 127 62 111'], ['9 130 62 111'], ['127 130 62 111'], ['127 130 111 172'], ['127 130 111 75']]
Process finished with exit code 0
#2nd quesiton:
C:\Users\ycberrehouma\venv\apriori-api\Scripts\python.exe C:/Users/ycberrehouma/PycharmProjects/apriori-api/2nd.py
The max-frequent-plant species with the same support threshold:
[['9 127 130 62'], ['9 127 130 111'], ['9 127 130 158'], ['9 127 62 111'], ['9 130 62 111'], ['127 130 62 111'], ['127 130 111 172'], ['127 130 111 75']]
Process finished with exit code 0
#3rd question:
C:\Users\ycberrehouma\venv\apriori-api\Scripts\python.exe C:/Users/ycberrehouma/PycharmProjects/apriori-api/3rd.py
The Frequency of each number as follow:
[155, 112, 7, 194, 3, 18, 142, 150, 215, 32, 179, 147, 194, 160, 145, 3, 3, 1, 12, 166, 79, 129, 33, 89, 1, 35, 1, 12, 3, 38, 77, 2, 31, 106, 199, 5, 112, 3, 39, 58, 2, 2, 43, 19, 163, 7, 19, 14, 10, 4, 43, 13, 44, 1, 2, 3, 18, 42, 91, 11, 138, 211, 10, 70, 156, 46, 63, 1, 14, 3, 74, 164, 19, 188, 201, 36, 9, 47, 125, 7, 101, 10, 40, 60, 5, 160, 185, 45, 4, 2, 187, 179, 13, 11, 93, 5, 56, 39, 11, 58, 3, 3, 128, 23, 150, 167, 19, 55, 25, 123, 210, 5, 68, 16, 107, 202, 17, 39, 147, 57, 8, 62, 9, 44, 13, 51, 219, 174, 41, 229, 32, 146, 39, 3, 148, 16, 30, 76, 194, 92, 62, 10, 193, 51, 153, 97, 43, 64, 84, 74, 64, 47, 52, 35, 26, 166, 113, 205, 92, 90, 45, 5, 205, 190, 12, 62, 98, 35, 65, 41, 164, 212, 54, 55, 44, 4, 81, 2, 32, 113, 29, 130, 109, 176, 38, 10, 74, 24, 7, 168, 197, 145, 40, 27, 152, 92, 117, 50, 117, 47, 10, 75, 131, 185, 3, 1]
Our Min Support for a threshold of 70% is eqaul to: 172.2
Our Min Confidence is equal to: 0.9
Cut 1 of min threshold equal to 70%:
[4, 9, 11, 13, 35, 62, 74, 75, 87, 91, 92, 111, 116, 127, 128, 130, 139, 143, 158, 163, 164, 172, 184, 191, 204]
Association rules from ['9', '62', '111', '127']
9 62 111 -> 127
confidence = # ['9', '62', '111', '127'] / ['9', '62', '111'] = 174 / 179 = 0.9720670391061452
Therefore, it is a strong association rule
----
9 62 127 -> 111
confidence = # ['9', '62', '111', '127'] / ['9', '62', '127'] = 174 / 184 = 0.9456521739130435
Therefore, it is a strong association rule
----
9 111 127 -> 62
confidence = # ['9', '62', '111', '127'] / ['9', '111', '127'] = 174 / 186 = 0.9354838709677419
Therefore, it is a strong association rule
----
62 111 127 -> 9
confidence = # ['9', '62', '111', '127'] / ['62', '111', '127'] = 174 / 185 = 0.9405405405405406
Therefore, it is a strong association rule
----
Association rules from ['9', '62', '111', '130']
9 62 111 -> 130
confidence = # ['9', '62', '111', '130'] / ['9', '62', '111'] = 175 / 179 = 0.9776536312849162
Therefore, it is a strong association rule
----
9 62 130 -> 111
confidence = # ['9', '62', '111', '130'] / ['9', '62', '130'] = 175 / 184 = 0.9510869565217391
Therefore, it is a strong association rule
----
9 111 130 -> 62
confidence = # ['9', '62', '111', '130'] / ['9', '111', '130'] = 175 / 185 = 0.9459459459459459
Therefore, it is a strong association rule
----
62 111 130 -> 9
confidence = # ['9', '62', '111', '130'] / ['62', '111', '130'] = 175 / 190 = 0.9210526315789473
Therefore, it is a strong association rule
----
Association rules from ['9', '62', '127', '130']
9 62 127 -> 130
confidence = # ['9', '62', '127', '130'] / ['9', '62', '127'] = 179 / 184 = 0.9728260869565217
Therefore, it is a strong association rule
----
9 62 130 -> 127
confidence = # ['9', '62', '127', '130'] / ['9', '62', '130'] = 179 / 184 = 0.9728260869565217
Therefore, it is a strong association rule
----
9 127 130 -> 62
confidence = # ['9', '62', '127', '130'] / ['9', '127', '130'] = 179 / 193 = 0.927461139896373
Therefore, it is a strong association rule
----
62 127 130 -> 9
confidence = # ['9', '62', '127', '130'] / ['62', '127', '130'] = 179 / 192 = 0.9322916666666666
Therefore, it is a strong association rule
----
Association rules from ['9', '111', '127', '130']
9 111 127 -> 130
confidence = # ['9', '111', '127', '130'] / ['9', '111', '127'] = 180 / 186 = 0.967741935483871
Therefore, it is a strong association rule
----
9 111 130 -> 127
confidence = # ['9', '111', '127', '130'] / ['9', '111', '130'] = 180 / 185 = 0.972972972972973
Therefore, it is a strong association rule
----
9 127 130 -> 111
confidence = # ['9', '111', '127', '130'] / ['9', '127', '130'] = 180 / 193 = 0.9326424870466321
Therefore, it is a strong association rule
----
111 127 130 -> 9
confidence = # ['9', '111', '127', '130'] / ['111', '127', '130'] = 180 / 194 = 0.9278350515463918
Therefore, it is a strong association rule
----
Association rules from ['9', '127', '130', '158']
9 127 130 -> 158
confidence = # ['9', '127', '130', '158'] / ['9', '127', '130'] = 173 / 193 = 0.8963730569948186
Not a strong association rule
----
9 127 158 -> 130
confidence = # ['9', '127', '130', '158'] / ['9', '127', '158'] = 173 / 177 = 0.9774011299435028
Therefore, it is a strong association rule
----
9 130 158 -> 127
confidence = # ['9', '127', '130', '158'] / ['9', '130', '158'] = 173 / 181 = 0.9558011049723757
Therefore, it is a strong association rule
----
127 130 158 -> 9
confidence = # ['9', '127', '130', '158'] / ['127', '130', '158'] = 173 / 181 = 0.9558011049723757
Therefore, it is a strong association rule
----
Association rules from ['62', '111', '127', '130']
62 111 127 -> 130
confidence = # ['62', '111', '127', '130'] / ['62', '111', '127'] = 181 / 185 = 0.9783783783783784
Therefore, it is a strong association rule
----
62 111 130 -> 127
confidence = # ['62', '111', '127', '130'] / ['62', '111', '130'] = 181 / 190 = 0.9526315789473684
Therefore, it is a strong association rule
----
62 127 130 -> 111
confidence = # ['62', '111', '127', '130'] / ['62', '127', '130'] = 181 / 192 = 0.9427083333333334
Therefore, it is a strong association rule
----
111 127 130 -> 62
confidence = # ['62', '111', '127', '130'] / ['111', '127', '130'] = 181 / 194 = 0.9329896907216495
Therefore, it is a strong association rule
----
Association rules from ['75', '111', '127', '130']
75 111 127 -> 130
confidence = # ['75', '111', '127', '130'] / ['75', '111', '127'] = 173 / 175 = 0.9885714285714285
Therefore, it is a strong association rule
----
75 111 130 -> 127
confidence = # ['75', '111', '127', '130'] / ['75', '111', '130'] = 173 / 181 = 0.9558011049723757
Therefore, it is a strong association rule
----
75 127 130 -> 111
confidence = # ['75', '111', '127', '130'] / ['75', '127', '130'] = 173 / 181 = 0.9558011049723757
Therefore, it is a strong association rule
----
111 127 130 -> 75
confidence = # ['75', '111', '127', '130'] / ['111', '127', '130'] = 173 / 194 = 0.8917525773195877
Not a strong association rule
----
Association rules from ['111', '127', '130', '172']
111 127 130 -> 172
confidence = # ['111', '127', '130', '172'] / ['111', '127', '130'] = 174 / 194 = 0.8969072164948454
Not a strong association rule
----
111 127 172 -> 130
confidence = # ['111', '127', '130', '172'] / ['111', '127', '172'] = 174 / 178 = 0.9775280898876404
Therefore, it is a strong association rule
----
111 130 172 -> 127
confidence = # ['111', '127', '130', '172'] / ['111', '130', '172'] = 174 / 183 = 0.9508196721311475
Therefore, it is a strong association rule
----
127 130 172 -> 111
confidence = # ['111', '127', '130', '172'] / ['127', '130', '172'] = 174 / 185 = 0.9405405405405406
Therefore, it is a strong association rule
----
Process finished with exit code 0