├── .gitignore ├── README.md ├── data ├── Iris.csv ├── iris_error.csv └── titanicfull.csv ├── image ├── pandas-logo.png └── pip_install_coffee.png ├── pandas_tricks_01.ipynb └── pandas_tricks_02.ipynb /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints 2 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # pandas_tricks 2 | This repository provides tips and tricks related to Python Pandas 3 | -------------------------------------------------------------------------------- /data/Iris.csv: -------------------------------------------------------------------------------- 1 | Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species 2 | 1,5.1,3.5,1.4,0.2,Iris-setosa 3 | 2,4.9,3.0,1.4,0.2,Iris-setosa 4 | 3,4.7,3.2,1.3,0.2,Iris-setosa 5 | 4,4.6,3.1,1.5,0.2,Iris-setosa 6 | 5,5.0,3.6,1.4,0.2,Iris-setosa 7 | 6,5.4,3.9,1.7,0.4,Iris-setosa 8 | 7,4.6,3.4,1.4,0.3,Iris-setosa 9 | 8,5.0,3.4,1.5,0.2,Iris-setosa 10 | 9,4.4,2.9,1.4,0.2,Iris-setosa 11 | 10,4.9,3.1,1.5,0.1,Iris-setosa 12 | 11,5.4,3.7,1.5,0.2,Iris-setosa 13 | 12,4.8,3.4,1.6,0.2,Iris-setosa 14 | 13,4.8,3.0,1.4,0.1,Iris-setosa 15 | 14,4.3,3.0,1.1,0.1,Iris-setosa 16 | 15,5.8,4.0,1.2,0.2,Iris-setosa 17 | 16,5.7,4.4,1.5,0.4,Iris-setosa 18 | 17,5.4,3.9,1.3,0.4,Iris-setosa 19 | 18,5.1,3.5,1.4,0.3,Iris-setosa 20 | 19,5.7,3.8,1.7,0.3,Iris-setosa 21 | 20,5.1,3.8,1.5,0.3,Iris-setosa 22 | 21,5.4,3.4,1.7,0.2,Iris-setosa 23 | 22,5.1,3.7,1.5,0.4,Iris-setosa 24 | 23,4.6,3.6,1.0,0.2,Iris-setosa 25 | 24,5.1,3.3,1.7,0.5,Iris-setosa 26 | 25,4.8,3.4,1.9,0.2,Iris-setosa 27 | 26,5.0,3.0,1.6,0.2,Iris-setosa 28 | 27,5.0,3.4,1.6,0.4,Iris-setosa 29 | 28,5.2,3.5,1.5,0.2,Iris-setosa 30 | 29,5.2,3.4,1.4,0.2,Iris-setosa 31 | 30,4.7,3.2,1.6,0.2,Iris-setosa 32 | 31,4.8,3.1,1.6,0.2,Iris-setosa 33 | 32,5.4,3.4,1.5,0.4,Iris-setosa 34 | 33,5.2,4.1,1.5,0.1,Iris-setosa 35 | 34,5.5,4.2,1.4,0.2,Iris-setosa 36 | 35,4.9,3.1,1.5,0.1,Iris-setosa 37 | 36,5.0,3.2,1.2,0.2,Iris-setosa 38 | 37,5.5,3.5,1.3,0.2,Iris-setosa 39 | 38,4.9,3.1,1.5,0.1,Iris-setosa 40 | 39,4.4,3.0,1.3,0.2,Iris-setosa 41 | 40,5.1,3.4,1.5,0.2,Iris-setosa 42 | 41,5.0,3.5,1.3,0.3,Iris-setosa 43 | 42,4.5,2.3,1.3,0.3,Iris-setosa 44 | 43,4.4,3.2,1.3,0.2,Iris-setosa 45 | 44,5.0,3.5,1.6,0.6,Iris-setosa 46 | 45,5.1,3.8,1.9,0.4,Iris-setosa 47 | 46,4.8,3.0,1.4,0.3,Iris-setosa 48 | 47,5.1,3.8,1.6,0.2,Iris-setosa 49 | 48,4.6,3.2,1.4,0.2,Iris-setosa 50 | 49,5.3,3.7,1.5,0.2,Iris-setosa 51 | 50,5.0,3.3,1.4,0.2,Iris-setosa 52 | 51,7.0,3.2,4.7,1.4,Iris-versicolor 53 | 52,6.4,3.2,4.5,1.5,Iris-versicolor 54 | 53,6.9,3.1,4.9,1.5,Iris-versicolor 55 | 54,5.5,2.3,4.0,1.3,Iris-versicolor 56 | 55,6.5,2.8,4.6,1.5,Iris-versicolor 57 | 56,5.7,2.8,4.5,1.3,Iris-versicolor 58 | 57,6.3,3.3,4.7,1.6,Iris-versicolor 59 | 58,4.9,2.4,3.3,1.0,Iris-versicolor 60 | 59,6.6,2.9,4.6,1.3,Iris-versicolor 61 | 60,5.2,2.7,3.9,1.4,Iris-versicolor 62 | 61,5.0,2.0,3.5,1.0,Iris-versicolor 63 | 62,5.9,3.0,4.2,1.5,Iris-versicolor 64 | 63,6.0,2.2,4.0,1.0,Iris-versicolor 65 | 64,6.1,2.9,4.7,1.4,Iris-versicolor 66 | 65,5.6,2.9,3.6,1.3,Iris-versicolor 67 | 66,6.7,3.1,4.4,1.4,Iris-versicolor 68 | 67,5.6,3.0,4.5,1.5,Iris-versicolor 69 | 68,5.8,2.7,4.1,1.0,Iris-versicolor 70 | 69,6.2,2.2,4.5,1.5,Iris-versicolor 71 | 70,5.6,2.5,3.9,1.1,Iris-versicolor 72 | 71,5.9,3.2,4.8,1.8,Iris-versicolor 73 | 72,6.1,2.8,4.0,1.3,Iris-versicolor 74 | 73,6.3,2.5,4.9,1.5,Iris-versicolor 75 | 74,6.1,2.8,4.7,1.2,Iris-versicolor 76 | 75,6.4,2.9,4.3,1.3,Iris-versicolor 77 | 76,6.6,3.0,4.4,1.4,Iris-versicolor 78 | 77,6.8,2.8,4.8,1.4,Iris-versicolor 79 | 78,6.7,3.0,5.0,1.7,Iris-versicolor 80 | 79,6.0,2.9,4.5,1.5,Iris-versicolor 81 | 80,5.7,2.6,3.5,1.0,Iris-versicolor 82 | 81,5.5,2.4,3.8,1.1,Iris-versicolor 83 | 82,5.5,2.4,3.7,1.0,Iris-versicolor 84 | 83,5.8,2.7,3.9,1.2,Iris-versicolor 85 | 84,6.0,2.7,5.1,1.6,Iris-versicolor 86 | 85,5.4,3.0,4.5,1.5,Iris-versicolor 87 | 86,6.0,3.4,4.5,1.6,Iris-versicolor 88 | 87,6.7,3.1,4.7,1.5,Iris-versicolor 89 | 88,6.3,2.3,4.4,1.3,Iris-versicolor 90 | 89,5.6,3.0,4.1,1.3,Iris-versicolor 91 | 90,5.5,2.5,4.0,1.3,Iris-versicolor 92 | 91,5.5,2.6,4.4,1.2,Iris-versicolor 93 | 92,6.1,3.0,4.6,1.4,Iris-versicolor 94 | 93,5.8,2.6,4.0,1.2,Iris-versicolor 95 | 94,5.0,2.3,3.3,1.0,Iris-versicolor 96 | 95,5.6,2.7,4.2,1.3,Iris-versicolor 97 | 96,5.7,3.0,4.2,1.2,Iris-versicolor 98 | 97,5.7,2.9,4.2,1.3,Iris-versicolor 99 | 98,6.2,2.9,4.3,1.3,Iris-versicolor 100 | 99,5.1,2.5,3.0,1.1,Iris-versicolor 101 | 100,5.7,2.8,4.1,1.3,Iris-versicolor 102 | 101,6.3,3.3,6.0,2.5,Iris-virginica 103 | 102,5.8,2.7,5.1,1.9,Iris-virginica 104 | 103,7.1,3.0,5.9,2.1,Iris-virginica 105 | 104,6.3,2.9,5.6,1.8,Iris-virginica 106 | 105,6.5,3.0,5.8,2.2,Iris-virginica 107 | 106,7.6,3.0,6.6,2.1,Iris-virginica 108 | 107,4.9,2.5,4.5,1.7,Iris-virginica 109 | 108,7.3,2.9,6.3,1.8,Iris-virginica 110 | 109,6.7,2.5,5.8,1.8,Iris-virginica 111 | 110,7.2,3.6,6.1,2.5,Iris-virginica 112 | 111,6.5,3.2,5.1,2.0,Iris-virginica 113 | 112,6.4,2.7,5.3,1.9,Iris-virginica 114 | 113,6.8,3.0,5.5,2.1,Iris-virginica 115 | 114,5.7,2.5,5.0,2.0,Iris-virginica 116 | 115,5.8,2.8,5.1,2.4,Iris-virginica 117 | 116,6.4,3.2,5.3,2.3,Iris-virginica 118 | 117,6.5,3.0,5.5,1.8,Iris-virginica 119 | 118,7.7,3.8,6.7,2.2,Iris-virginica 120 | 119,7.7,2.6,6.9,2.3,Iris-virginica 121 | 120,6.0,2.2,5.0,1.5,Iris-virginica 122 | 121,6.9,3.2,5.7,2.3,Iris-virginica 123 | 122,5.6,2.8,4.9,2.0,Iris-virginica 124 | 123,7.7,2.8,6.7,2.0,Iris-virginica 125 | 124,6.3,2.7,4.9,1.8,Iris-virginica 126 | 125,6.7,3.3,5.7,2.1,Iris-virginica 127 | 126,7.2,3.2,6.0,1.8,Iris-virginica 128 | 127,6.2,2.8,4.8,1.8,Iris-virginica 129 | 128,6.1,3.0,4.9,1.8,Iris-virginica 130 | 129,6.4,2.8,5.6,2.1,Iris-virginica 131 | 130,7.2,3.0,5.8,1.6,Iris-virginica 132 | 131,7.4,2.8,6.1,1.9,Iris-virginica 133 | 132,7.9,3.8,6.4,2.0,Iris-virginica 134 | 133,6.4,2.8,5.6,2.2,Iris-virginica 135 | 134,6.3,2.8,5.1,1.5,Iris-virginica 136 | 135,6.1,2.6,5.6,1.4,Iris-virginica 137 | 136,7.7,3.0,6.1,2.3,Iris-virginica 138 | 137,6.3,3.4,5.6,2.4,Iris-virginica 139 | 138,6.4,3.1,5.5,1.8,Iris-virginica 140 | 139,6.0,3.0,4.8,1.8,Iris-virginica 141 | 140,6.9,3.1,5.4,2.1,Iris-virginica 142 | 141,6.7,3.1,5.6,2.4,Iris-virginica 143 | 142,6.9,3.1,5.1,2.3,Iris-virginica 144 | 143,5.8,2.7,5.1,1.9,Iris-virginica 145 | 144,6.8,3.2,5.9,2.3,Iris-virginica 146 | 145,6.7,3.3,5.7,2.5,Iris-virginica 147 | 146,6.7,3.0,5.2,2.3,Iris-virginica 148 | 147,6.3,2.5,5.0,1.9,Iris-virginica 149 | 148,6.5,3.0,5.2,2.0,Iris-virginica 150 | 149,6.2,3.4,5.4,2.3,Iris-virginica 151 | 150,5.9,3.0,5.1,1.8,Iris-virginica 152 | -------------------------------------------------------------------------------- /data/iris_error.csv: -------------------------------------------------------------------------------- 1 | 1,5.1,3.5,1.4,0.2,Iris-error 2 | 2,4.9,3.0,1.4,0.2,Iris-error 3 | Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species 4 | 1,5.1,3.5,1.4,0.2,Iris-setosa 5 | 2,4.9,3.0,1.4,0.2,Iris-setosa 6 | 3,4.7,3.2,1.3,0.2,Iris-error 7 | 4,4.6,3.1,1.5,0.2,Iris-error 8 | 5,5.0,3.6,1.4,0.2,Iris-setosa 9 | 6,5.4,3.9,1.7,0.4,Iris-setosa 10 | 7,4.6,3.4,1.4,0.3,Iris-setosa 11 | 8,5.0,3.4,1.5,0.2,Iris-setosa 12 | 9,4.4,2.9,1.4,0.2,Iris-setosa 13 | 10,4.9,3.1,1.5,0.1,Iris-setosa 14 | 11,5.4,3.7,1.5,0.2,Iris-setosa 15 | 12,4.8,3.4,1.6,0.2,Iris-setosa 16 | 13,4.8,3.0,1.4,0.1,Iris-setosa 17 | 14,4.3,3.0,1.1,0.1,Iris-setosa 18 | 15,5.8,4.0,1.2,0.2,Iris-setosa 19 | 16,5.7,4.4,1.5,0.4,Iris-setosa 20 | 17,5.4,3.9,1.3,0.4,Iris-setosa 21 | 18,5.1,3.5,1.4,0.3,Iris-setosa 22 | 19,5.7,3.8,1.7,0.3,Iris-setosa 23 | 20,5.1,3.8,1.5,0.3,Iris-setosa 24 | 21,5.4,3.4,1.7,0.2,Iris-setosa 25 | 22,5.1,3.7,1.5,0.4,Iris-setosa 26 | 23,4.6,3.6,1.0,0.2,Iris-setosa 27 | 24,5.1,3.3,1.7,0.5,Iris-setosa 28 | 25,4.8,3.4,1.9,0.2,Iris-setosa 29 | 26,5.0,3.0,1.6,0.2,Iris-setosa 30 | 27,5.0,3.4,1.6,0.4,Iris-setosa 31 | 28,5.2,3.5,1.5,0.2,Iris-setosa 32 | 29,5.2,3.4,1.4,0.2,Iris-setosa 33 | 30,4.7,3.2,1.6,0.2,Iris-setosa 34 | 31,4.8,3.1,1.6,0.2,Iris-setosa 35 | 32,5.4,3.4,1.5,0.4,Iris-setosa 36 | 33,5.2,4.1,1.5,0.1,Iris-setosa 37 | 34,5.5,4.2,1.4,0.2,Iris-setosa 38 | 35,4.9,3.1,1.5,0.1,Iris-setosa 39 | 36,5.0,3.2,1.2,0.2,Iris-setosa 40 | 37,5.5,3.5,1.3,0.2,Iris-setosa 41 | 38,4.9,3.1,1.5,0.1,Iris-setosa 42 | 39,4.4,3.0,1.3,0.2,Iris-setosa 43 | 40,5.1,3.4,1.5,0.2,Iris-setosa 44 | 41,5.0,3.5,1.3,0.3,Iris-setosa 45 | 42,4.5,2.3,1.3,0.3,Iris-setosa 46 | 43,4.4,3.2,1.3,0.2,Iris-setosa 47 | 44,5.0,3.5,1.6,0.6,Iris-setosa 48 | 45,5.1,3.8,1.9,0.4,Iris-setosa 49 | 46,4.8,3.0,1.4,0.3,Iris-setosa 50 | 47,5.1,3.8,1.6,0.2,Iris-setosa 51 | 48,4.6,3.2,1.4,0.2,Iris-setosa 52 | 49,5.3,3.7,1.5,0.2,Iris-setosa 53 | 50,5.0,3.3,1.4,0.2,Iris-setosa 54 | 51,7.0,3.2,4.7,1.4,Iris-versicolor 55 | 52,6.4,3.2,4.5,1.5,Iris-versicolor 56 | 53,6.9,3.1,4.9,1.5,Iris-versicolor 57 | 54,5.5,2.3,4.0,1.3,Iris-versicolor 58 | 55,6.5,2.8,4.6,1.5,Iris-versicolor 59 | 56,5.7,2.8,4.5,1.3,Iris-versicolor 60 | 57,6.3,3.3,4.7,1.6,Iris-versicolor 61 | 58,4.9,2.4,3.3,1.0,Iris-versicolor 62 | 59,6.6,2.9,4.6,1.3,Iris-versicolor 63 | 60,5.2,2.7,3.9,1.4,Iris-versicolor 64 | 61,5.0,2.0,3.5,1.0,Iris-versicolor 65 | 62,5.9,3.0,4.2,1.5,Iris-versicolor 66 | 63,6.0,2.2,4.0,1.0,Iris-versicolor 67 | 64,6.1,2.9,4.7,1.4,Iris-versicolor 68 | 65,5.6,2.9,3.6,1.3,Iris-versicolor 69 | 66,6.7,3.1,4.4,1.4,Iris-versicolor 70 | 67,5.6,3.0,4.5,1.5,Iris-versicolor 71 | 68,5.8,2.7,4.1,1.0,Iris-versicolor 72 | 69,6.2,2.2,4.5,1.5,Iris-versicolor 73 | 70,5.6,2.5,3.9,1.1,Iris-versicolor 74 | 71,5.9,3.2,4.8,1.8,Iris-versicolor 75 | 72,6.1,2.8,4.0,1.3,Iris-versicolor 76 | 73,6.3,2.5,4.9,1.5,Iris-versicolor 77 | 74,6.1,2.8,4.7,1.2,Iris-versicolor 78 | 75,6.4,2.9,4.3,1.3,Iris-versicolor 79 | 76,6.6,3.0,4.4,1.4,Iris-versicolor 80 | 77,6.8,2.8,4.8,1.4,Iris-versicolor 81 | 78,6.7,3.0,5.0,1.7,Iris-versicolor 82 | 79,6.0,2.9,4.5,1.5,Iris-versicolor 83 | 80,5.7,2.6,3.5,1.0,Iris-versicolor 84 | 81,5.5,2.4,3.8,1.1,Iris-versicolor 85 | 82,5.5,2.4,3.7,1.0,Iris-versicolor 86 | 83,5.8,2.7,3.9,1.2,Iris-versicolor 87 | 84,6.0,2.7,5.1,1.6,Iris-versicolor 88 | 85,5.4,3.0,4.5,1.5,Iris-versicolor 89 | 86,6.0,3.4,4.5,1.6,Iris-versicolor 90 | 87,6.7,3.1,4.7,1.5,Iris-versicolor 91 | 88,6.3,2.3,4.4,1.3,Iris-versicolor 92 | 89,5.6,3.0,4.1,1.3,Iris-versicolor 93 | 90,5.5,2.5,4.0,1.3,Iris-versicolor 94 | 91,5.5,2.6,4.4,1.2,Iris-versicolor 95 | 92,6.1,3.0,4.6,1.4,Iris-versicolor 96 | 93,5.8,2.6,4.0,1.2,Iris-versicolor 97 | 94,5.0,2.3,3.3,1.0,Iris-versicolor 98 | 95,5.6,2.7,4.2,1.3,Iris-versicolor 99 | 96,5.7,3.0,4.2,1.2,Iris-versicolor 100 | 97,5.7,2.9,4.2,1.3,Iris-versicolor 101 | 98,6.2,2.9,4.3,1.3,Iris-versicolor 102 | 99,5.1,2.5,3.0,1.1,Iris-versicolor 103 | 100,5.7,2.8,4.1,1.3,Iris-versicolor 104 | 101,6.3,3.3,6.0,2.5,Iris-virginica 105 | 102,5.8,2.7,5.1,1.9,Iris-virginica 106 | 103,7.1,3.0,5.9,2.1,Iris-virginica 107 | 104,6.3,2.9,5.6,1.8,Iris-virginica 108 | 105,6.5,3.0,5.8,2.2,Iris-virginica 109 | 106,7.6,3.0,6.6,2.1,Iris-virginica 110 | 107,4.9,2.5,4.5,1.7,Iris-virginica 111 | 108,7.3,2.9,6.3,1.8,Iris-virginica 112 | 109,6.7,2.5,5.8,1.8,Iris-virginica 113 | 110,7.2,3.6,6.1,2.5,Iris-virginica 114 | 111,6.5,3.2,5.1,2.0,Iris-virginica 115 | 112,6.4,2.7,5.3,1.9,Iris-virginica 116 | 113,6.8,3.0,5.5,2.1,Iris-virginica 117 | 114,5.7,2.5,5.0,2.0,Iris-virginica 118 | 115,5.8,2.8,5.1,2.4,Iris-virginica 119 | 116,6.4,3.2,5.3,2.3,Iris-virginica 120 | 117,6.5,3.0,5.5,1.8,Iris-virginica 121 | 118,7.7,3.8,6.7,2.2,Iris-virginica 122 | 119,7.7,2.6,6.9,2.3,Iris-virginica 123 | 120,6.0,2.2,5.0,1.5,Iris-virginica 124 | 121,6.9,3.2,5.7,2.3,Iris-virginica 125 | 122,5.6,2.8,4.9,2.0,Iris-virginica 126 | 123,7.7,2.8,6.7,2.0,Iris-virginica 127 | 124,6.3,2.7,4.9,1.8,Iris-virginica 128 | 125,6.7,3.3,5.7,2.1,Iris-virginica 129 | 126,7.2,3.2,6.0,1.8,Iris-virginica 130 | 127,6.2,2.8,4.8,1.8,Iris-virginica 131 | 128,6.1,3.0,4.9,1.8,Iris-virginica 132 | 129,6.4,2.8,5.6,2.1,Iris-virginica 133 | 130,7.2,3.0,5.8,1.6,Iris-virginica 134 | 131,7.4,2.8,6.1,1.9,Iris-virginica 135 | 132,7.9,3.8,6.4,2.0,Iris-virginica 136 | 133,6.4,2.8,5.6,2.2,Iris-virginica 137 | 134,6.3,2.8,5.1,1.5,Iris-virginica 138 | 135,6.1,2.6,5.6,1.4,Iris-virginica 139 | 136,7.7,3.0,6.1,2.3,Iris-virginica 140 | 137,6.3,3.4,5.6,2.4,Iris-virginica 141 | 138,6.4,3.1,5.5,1.8,Iris-virginica 142 | 139,6.0,3.0,4.8,1.8,Iris-virginica 143 | 140,6.9,3.1,5.4,2.1,Iris-virginica 144 | 141,6.7,3.1,5.6,2.4,Iris-virginica 145 | 142,6.9,3.1,5.1,2.3,Iris-virginica 146 | 143,5.8,2.7,5.1,1.9,Iris-virginica 147 | 144,6.8,3.2,5.9,2.3,Iris-virginica 148 | 145,6.7,3.3,5.7,2.5,Iris-virginica 149 | 146,6.7,3.0,5.2,2.3,Iris-virginica 150 | 147,6.3,2.5,5.0,1.9,Iris-virginica 151 | 148,6.5,3.0,5.2,2.0,Iris-virginica 152 | 149,6.2,3.4,5.4,2.3,Iris-virginica 153 | 150,5.9,3.0,5.1,1.8,Iris-virginica 154 | -------------------------------------------------------------------------------- /data/titanicfull.csv: -------------------------------------------------------------------------------- 1 | pclass,survived,name,sex,age,sibsp,parch,ticket,fare,cabin,embarked 2 | 1,1,"Allen, Miss. 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-------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": { 6 | "slideshow": { 7 | "slide_type": "slide" 8 | } 9 | }, 10 | "source": [ 11 | "![](./image/pandas-logo.png)\n", 12 | "\n", 13 | "# Python Pandas: Tips & Tricks\n", 14 | "\n", 15 | "Oleh Channel YouTube [Indonesia Belajar](https://www.youtube.com/IndonesiaBelajarKomputer)" 16 | ] 17 | }, 18 | { 19 | "cell_type": "code", 20 | "execution_count": null, 21 | "metadata": { 22 | "slideshow": { 23 | "slide_type": "skip" 24 | } 25 | }, 26 | "outputs": [], 27 | "source": [ 28 | "# from notebook.services.config import ConfigManager\n", 29 | "# cm = ConfigManager()\n", 30 | "# cm.update('livereveal', {\n", 31 | "# 'scroll': True,\n", 32 | "# 'width': '100%',\n", 33 | "# 'height': '100%',\n", 34 | "# })" 35 | ] 36 | }, 37 | { 38 | "cell_type": "markdown", 39 | "metadata": { 40 | "slideshow": { 41 | "slide_type": "slide" 42 | } 43 | }, 44 | "source": [ 45 | "## \\#51: Seleksi baris dengan `between()`" 46 | ] 47 | }, 48 | { 49 | "cell_type": "markdown", 50 | "metadata": { 51 | "slideshow": { 52 | "slide_type": "subslide" 53 | } 54 | }, 55 | "source": [ 56 | "### Import Modules" 57 | ] 58 | }, 59 | { 60 | "cell_type": "code", 61 | "execution_count": 2, 62 | "metadata": {}, 63 | "outputs": [ 64 | { 65 | "name": "stdout", 66 | "output_type": "stream", 67 | "text": [ 68 | "2.2.2\n", 69 | "1.26.4\n" 70 | ] 71 | } 72 | ], 73 | "source": [ 74 | "import pandas as pd\n", 75 | "import numpy as np\n", 76 | "\n", 77 | "print(pd.__version__)\n", 78 | "print(np.__version__)" 79 | ] 80 | }, 81 | { 82 | "cell_type": "markdown", 83 | "metadata": { 84 | "slideshow": { 85 | "slide_type": "subslide" 86 | } 87 | }, 88 | "source": [ 89 | "### Persiapan Data Frame" 90 | ] 91 | }, 92 | { 93 | "cell_type": "code", 94 | "execution_count": null, 95 | "metadata": {}, 96 | "outputs": [], 97 | "source": [ 98 | "n_rows = 10\n", 99 | "n_cols = 5\n", 100 | "cols = tuple('ABCDE')\n", 101 | "\n", 102 | "df = pd.DataFrame(np.random.randint(1, 10, size=(n_rows, n_cols)), \n", 103 | " columns=cols)\n", 104 | "df" 105 | ] 106 | }, 107 | { 108 | "cell_type": "markdown", 109 | "metadata": { 110 | "slideshow": { 111 | "slide_type": "subslide" 112 | } 113 | }, 114 | "source": [ 115 | "### Seleksi baris dengan `between()`" 116 | ] 117 | }, 118 | { 119 | "cell_type": "code", 120 | "execution_count": null, 121 | "metadata": {}, 122 | "outputs": [], 123 | "source": [ 124 | "df[df['A'].between(2, 5)]" 125 | ] 126 | }, 127 | { 128 | "cell_type": "code", 129 | "execution_count": null, 130 | "metadata": {}, 131 | "outputs": [], 132 | "source": [ 133 | "## DEPRICATED ##\n", 134 | "# df[df['A'].between(2, 5, inclusive=False)]" 135 | ] 136 | }, 137 | { 138 | "cell_type": "code", 139 | "execution_count": null, 140 | "metadata": {}, 141 | "outputs": [], 142 | "source": [ 143 | "df[df['A'].between(2, 5, inclusive='left')]" 144 | ] 145 | }, 146 | { 147 | "cell_type": "code", 148 | "execution_count": null, 149 | "metadata": {}, 150 | "outputs": [], 151 | "source": [ 152 | "df[df['A'].between(2, 5, inclusive='right')]" 153 | ] 154 | }, 155 | { 156 | "cell_type": "code", 157 | "execution_count": null, 158 | "metadata": {}, 159 | "outputs": [], 160 | "source": [ 161 | "df[df['A'].between(2, 5, inclusive='both')]" 162 | ] 163 | }, 164 | { 165 | "cell_type": "code", 166 | "execution_count": null, 167 | "metadata": {}, 168 | "outputs": [], 169 | "source": [ 170 | "df[df['A'].between(2, 5, inclusive='neither')]" 171 | ] 172 | }, 173 | { 174 | "cell_type": "markdown", 175 | "metadata": { 176 | "slideshow": { 177 | "slide_type": "slide" 178 | } 179 | }, 180 | "source": [ 181 | "## \\#52: Transformasi kolom menjadi baris pada Data Frame" 182 | ] 183 | }, 184 | { 185 | "cell_type": "markdown", 186 | "metadata": { 187 | "slideshow": { 188 | "slide_type": "subslide" 189 | } 190 | }, 191 | "source": [ 192 | "### Import Modules" 193 | ] 194 | }, 195 | { 196 | "cell_type": "code", 197 | "execution_count": null, 198 | "metadata": {}, 199 | "outputs": [], 200 | "source": [ 201 | "import pandas as pd\n", 202 | "\n", 203 | "print(pd.__version__)" 204 | ] 205 | }, 206 | { 207 | "cell_type": "markdown", 208 | "metadata": { 209 | "slideshow": { 210 | "slide_type": "subslide" 211 | } 212 | }, 213 | "source": [ 214 | "### Persiapan Data Frame" 215 | ] 216 | }, 217 | { 218 | "cell_type": "code", 219 | "execution_count": null, 220 | "metadata": {}, 221 | "outputs": [], 222 | "source": [ 223 | "d = {\n", 224 | "'kode_area': [123, 456, 789, 321],\n", 225 | "'pabrik': [4, 2, 5, 0],\n", 226 | "'gudang': [2, 4, 7, 3],\n", 227 | "'toko': [64, 32, 15, 24]\n", 228 | "}\n", 229 | "\n", 230 | "df = pd.DataFrame(d)\n", 231 | "df" 232 | ] 233 | }, 234 | { 235 | "cell_type": "markdown", 236 | "metadata": { 237 | "slideshow": { 238 | "slide_type": "subslide" 239 | } 240 | }, 241 | "source": [ 242 | "### Transformasi kolom menjadi baris" 243 | ] 244 | }, 245 | { 246 | "cell_type": "code", 247 | "execution_count": null, 248 | "metadata": {}, 249 | "outputs": [], 250 | "source": [ 251 | "df = df.melt(id_vars='kode_area', \n", 252 | " var_name='jenis_bangunan', \n", 253 | " value_name='jumlah')\n", 254 | "df" 255 | ] 256 | }, 257 | { 258 | "cell_type": "markdown", 259 | "metadata": { 260 | "slideshow": { 261 | "slide_type": "slide" 262 | } 263 | }, 264 | "source": [ 265 | "## \\#53: Membuat kategori baru berdasarkan threshold (ambang batas)" 266 | ] 267 | }, 268 | { 269 | "cell_type": "markdown", 270 | "metadata": { 271 | "slideshow": { 272 | "slide_type": "subslide" 273 | } 274 | }, 275 | "source": [ 276 | "### Import Modules" 277 | ] 278 | }, 279 | { 280 | "cell_type": "code", 281 | "execution_count": null, 282 | "metadata": {}, 283 | "outputs": [], 284 | "source": [ 285 | "import pandas as pd\n", 286 | "\n", 287 | "print(pd.__version__)" 288 | ] 289 | }, 290 | { 291 | "cell_type": "markdown", 292 | "metadata": { 293 | "slideshow": { 294 | "slide_type": "subslide" 295 | } 296 | }, 297 | "source": [ 298 | "### Persiapan Data Frame" 299 | ] 300 | }, 301 | { 302 | "cell_type": "code", 303 | "execution_count": null, 304 | "metadata": {}, 305 | "outputs": [], 306 | "source": [ 307 | "d = {'hobi':['jogging', 'mancing', 'renang',\n", 308 | " 'mancing', 'mancing', 'baca', \n", 309 | " 'baca', 'mancing', 'fotograsi', \n", 310 | " 'mancing', 'camping']}\n", 311 | "\n", 312 | "df = pd.DataFrame(d)\n", 313 | "df" 314 | ] 315 | }, 316 | { 317 | "cell_type": "markdown", 318 | "metadata": { 319 | "slideshow": { 320 | "slide_type": "subslide" 321 | } 322 | }, 323 | "source": [ 324 | "### Membuat kategori baru berdasarkan threshold (ambang batas)" 325 | ] 326 | }, 327 | { 328 | "cell_type": "code", 329 | "execution_count": null, 330 | "metadata": {}, 331 | "outputs": [], 332 | "source": [ 333 | "\n", 334 | "df['hobi'].value_counts()" 335 | ] 336 | }, 337 | { 338 | "cell_type": "code", 339 | "execution_count": null, 340 | "metadata": {}, 341 | "outputs": [], 342 | "source": [ 343 | "persentase = df['hobi'].value_counts(normalize=True)\n", 344 | "persentase" 345 | ] 346 | }, 347 | { 348 | "cell_type": "code", 349 | "execution_count": null, 350 | "metadata": {}, 351 | "outputs": [], 352 | "source": [ 353 | "threshold = 0.1\n", 354 | "hobi_lain = persentase[persentase < threshold].index\n", 355 | "hobi_lain" 356 | ] 357 | }, 358 | { 359 | "cell_type": "code", 360 | "execution_count": null, 361 | "metadata": {}, 362 | "outputs": [], 363 | "source": [ 364 | "df['hobi'] = df['hobi'].replace(hobi_lain, 'lainnya')\n", 365 | "df['hobi']" 366 | ] 367 | }, 368 | { 369 | "cell_type": "code", 370 | "execution_count": null, 371 | "metadata": {}, 372 | "outputs": [], 373 | "source": [ 374 | "df['hobi'].value_counts(normalize=True)" 375 | ] 376 | } 377 | ], 378 | "metadata": { 379 | "celltoolbar": "Slideshow", 380 | "kernelspec": { 381 | "display_name": "Python 3 (ipykernel)", 382 | "language": "python", 383 | "name": "python3" 384 | 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