Praktikum Visdat
Lilis Indra Purnama
2024-05-14
library(ggplot2)
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
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## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ lubridate 1.9.3 ✔ tibble 3.2.1
## ✔ purrr 1.0.2 ✔ tidyr 1.3.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(readr)
library(dplyr)
library(reshape2)##
## Attaching package: 'reshape2'
##
## The following object is masked from 'package:tidyr':
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## smithslibrary(ggforce)## Warning: package 'ggforce' was built under R version 4.3.3library(reshape2)
library(ggcorrplot)## Warning: package 'ggcorrplot' was built under R version 4.3.3library(readxl)Visualisasi Hubungan Antar Dua Peubah
data1 <- read.csv("D:/Cooliah/Semester 4/Visualisasi Data/Praktikum Visdat/citrus.csv")
data1## name diameter weight red green blue
## 1 orange 2.96 86.76 172 85 2
## 2 orange 3.91 88.05 166 78 3
## 3 orange 4.42 95.17 156 81 2
## 4 orange 4.47 95.60 163 81 4
## 5 orange 4.48 95.76 161 72 9
## 6 orange 4.59 95.86 142 100 2
## 7 orange 4.64 97.94 156 85 2
## 8 orange 4.65 98.50 142 74 2
## 9 orange 4.68 100.20 159 90 16
## 10 orange 4.69 100.31 161 76 6
## 11 orange 4.73 101.33 148 88 2
## 12 orange 4.74 101.66 166 69 2
## 13 orange 4.75 101.80 166 98 13
## 14 orange 4.77 102.56 166 86 6
## 15 orange 4.78 103.06 170 82 2
## 16 orange 4.82 103.10 162 87 12
## 17 orange 4.85 103.44 166 78 5
## 18 orange 4.91 103.46 151 79 2
## 19 orange 4.97 104.01 168 79 22
## 20 orange 5.02 104.10 179 73 2
## 21 orange 5.02 104.19 162 79 2
## 22 orange 5.08 104.56 156 94 2
## 23 orange 5.10 104.70 169 86 2
## 24 orange 5.11 104.82 146 84 2
## 25 orange 5.15 104.98 154 87 6
## 26 orange 5.16 105.22 168 82 2
## 27 orange 5.22 105.42 162 79 2
## 28 orange 5.22 105.47 161 75 10
## 29 orange 5.24 105.60 153 90 2
## 30 orange 5.24 105.62 157 85 15
## 31 orange 5.25 105.68 155 94 6
## 32 orange 5.26 106.29 155 93 2
## 33 orange 5.30 106.43 171 82 2
## 34 orange 5.30 106.85 159 84 13
## 35 orange 5.30 106.90 162 93 2
## 36 orange 5.32 106.94 145 82 2
## 37 orange 5.34 106.94 173 75 3
## 38 orange 5.35 107.01 158 97 2
## 39 orange 5.36 107.30 164 86 4
## 40 orange 5.37 107.64 178 92 7
## 41 orange 5.37 107.77 177 76 2
## 42 orange 5.37 107.85 171 75 23
## 43 orange 5.38 108.16 163 93 8
## 44 orange 5.40 108.18 148 81 2
## 45 orange 5.43 108.54 157 98 2
## 46 orange 5.45 108.63 145 75 18
## 47 orange 5.47 108.69 162 90 2
## 48 orange 5.47 108.85 170 82 11
## 49 orange 5.48 108.93 165 67 8
## 50 orange 5.48 109.16 146 72 2
## 51 orange 5.48 109.32 167 88 4
## 52 orange 5.48 109.37 128 87 4
## 53 orange 5.49 109.49 177 80 2
## 54 orange 5.51 109.49 150 98 5
## 55 orange 5.51 109.52 165 88 7
## 56 orange 5.51 109.59 157 82 3
## 57 orange 5.52 110.36 140 65 5
## 58 orange 5.53 110.40 169 76 3
## 59 orange 5.53 110.42 150 87 2
## 60 orange 5.57 110.47 145 81 9
## 61 orange 5.57 110.75 159 83 2
## 62 orange 5.58 110.89 160 73 3
## 63 orange 5.59 110.90 168 75 19
## 64 orange 5.60 111.00 167 74 2
## 65 orange 5.60 111.10 171 72 2
## 66 orange 5.61 111.16 165 84 2
## 67 orange 5.61 111.29 158 69 8
## 68 orange 5.61 111.31 167 104 2
## 69 orange 5.63 111.53 161 74 2
## 70 orange 5.65 111.59 138 78 14
## 71 orange 5.65 111.66 155 70 2
## 72 orange 5.65 111.69 158 107 3
## 73 orange 5.65 111.83 154 98 10
## 74 orange 5.66 111.88 163 86 3
## 75 orange 5.66 111.94 164 94 2
## 76 orange 5.67 111.95 165 78 2
## 77 orange 5.67 112.10 150 85 6
## 78 orange 5.68 112.15 137 76 9
## 79 orange 5.69 112.41 164 81 8
## 80 orange 5.71 112.70 168 78 2
## 81 orange 5.71 112.73 151 82 2
## 82 orange 5.71 112.77 154 62 20
## 83 orange 5.71 113.01 156 91 2
## 84 orange 5.72 113.14 164 95 2
## 85 orange 5.72 113.23 141 85 2
## 86 orange 5.73 113.26 169 66 2
## 87 orange 5.73 113.46 163 89 18
## 88 orange 5.73 113.62 155 87 2
## 89 orange 5.73 113.63 151 86 2
## 90 orange 5.73 113.66 156 68 4
## 91 orange 5.74 113.79 149 68 2
## 92 orange 5.76 113.79 168 94 30
## 93 orange 5.76 113.94 146 78 8
## 94 orange 5.77 114.17 150 95 2
## 95 orange 5.77 114.18 142 101 9
## 96 orange 5.77 114.30 163 76 2
## 97 orange 5.79 114.31 150 90 2
## 98 orange 5.79 114.39 144 73 2
## 99 orange 5.80 114.44 139 105 2
## 100 orange 5.80 114.48 165 68 2
## 101 orange 5.80 114.58 142 93 2
## 102 orange 5.80 114.64 165 87 15
## 103 orange 5.80 114.87 143 92 2
## 104 orange 5.81 114.92 161 98 11
## 105 orange 5.83 114.96 173 75 12
## 106 orange 5.84 114.96 152 84 17
## 107 orange 5.84 114.97 160 87 2
## 108 orange 5.84 114.97 161 93 3
## 109 orange 5.85 115.02 158 70 9
## 110 orange 5.86 115.03 138 70 9
## 111 orange 5.86 115.04 147 74 2
## 112 orange 5.87 115.16 168 77 9
## 113 orange 5.87 115.18 160 83 2
## 114 orange 5.88 115.23 154 73 22
## 115 orange 5.89 115.24 153 74 5
## 116 orange 5.91 115.29 163 72 27
## 117 orange 5.91 115.37 153 84 2
## 118 orange 5.92 115.40 171 91 2
## 119 orange 5.93 115.46 155 93 2
## 120 orange 5.94 115.46 156 109 2
## 121 orange 5.94 115.55 144 82 14
## 122 orange 5.95 115.55 157 92 14
## 123 orange 5.95 115.59 180 80 2
## 124 orange 5.95 115.79 169 69 7
## 125 orange 5.96 115.82 154 78 2
## 126 orange 5.97 115.85 149 82 6
## 127 orange 5.98 115.89 156 84 2
## 128 orange 5.98 115.94 163 86 2
## 129 orange 5.99 116.21 157 97 5
## 130 orange 5.99 116.22 143 85 18
## 131 orange 5.99 116.27 166 81 11
## 132 orange 6.00 116.29 163 67 19
## 133 orange 6.00 116.32 163 88 15
## 134 orange 6.00 116.34 153 78 2
## 135 orange 6.01 116.35 169 72 2
## 136 orange 6.01 116.36 154 69 4
## 137 orange 6.02 116.40 160 70 8
## 138 orange 6.03 116.40 151 91 2
## 139 orange 6.03 116.41 158 73 2
## 140 orange 6.03 116.56 149 77 27
## 141 orange 6.04 116.56 151 76 6
## 142 orange 6.04 116.83 156 99 2
## 143 orange 6.04 116.88 140 93 2
## 144 orange 6.04 116.90 160 77 4
## 145 orange 6.04 116.90 150 85 2
## 146 orange 6.05 116.92 167 101 8
## 147 orange 6.05 116.93 156 89 2
## 148 orange 6.06 117.01 170 83 13
## 149 orange 6.06 117.10 164 83 2
## 150 orange 6.06 117.13 142 93 10
## 151 orange 6.06 117.14 155 88 18
## 152 orange 6.07 117.17 152 73 4
## 153 orange 6.07 117.18 143 78 7
## 154 orange 6.08 117.20 165 97 2
## 155 orange 6.09 117.21 161 93 12
## 156 orange 6.09 117.21 167 78 3
## 157 orange 6.10 117.28 160 77 2
## 158 orange 6.10 117.28 151 72 17
## 159 orange 6.11 117.50 168 74 2
## 160 orange 6.11 117.52 167 86 2
## 161 orange 6.11 117.57 147 79 9
## 162 orange 6.11 117.66 162 79 2
## 163 orange 6.11 117.81 163 75 17
## 164 orange 6.12 117.86 174 85 8
## 165 orange 6.14 117.93 173 89 8
## 166 orange 6.14 117.98 165 78 17
## 167 orange 6.14 118.04 159 104 10
## 168 orange 6.14 118.21 158 67 5
## 169 orange 6.14 118.27 151 81 2
## 170 orange 6.14 118.32 159 97 2
## 171 orange 6.15 118.33 154 90 12
## 172 orange 6.16 118.40 151 72 21
## 173 orange 6.16 118.48 176 87 15
## 174 orange 6.16 118.55 163 89 2
## 175 orange 6.16 118.62 173 95 2
## 176 orange 6.16 118.65 149 73 21
## 177 orange 6.16 118.77 178 75 6
## 178 orange 6.16 118.82 160 79 17
## 179 orange 6.16 118.90 150 78 2
## 180 orange 6.17 119.08 160 53 7
## 181 orange 6.17 119.12 144 89 2
## 182 orange 6.17 119.26 162 89 3
## 183 orange 6.17 119.30 159 89 2
## 184 orange 6.18 119.31 138 79 10
## 185 orange 6.18 119.32 150 77 4
## 186 orange 6.18 119.34 160 67 2
## 187 orange 6.19 119.35 162 84 2
## 188 orange 6.19 119.38 154 59 4
## 189 orange 6.20 119.41 152 85 14
## 190 orange 6.20 119.45 166 89 5
## 191 orange 6.20 119.48 146 79 2
## 192 orange 6.21 119.52 142 68 13
## 193 orange 6.21 119.63 160 69 4
## 194 orange 6.22 119.76 166 96 2
## 195 orange 6.22 119.80 172 85 16
## 196 orange 6.22 119.90 145 99 8
## 197 orange 6.23 119.97 167 78 2
## 198 orange 6.23 119.98 145 69 12
## 199 orange 6.23 120.03 162 75 2
## 200 orange 6.23 120.03 165 90 2
## 201 orange 6.24 120.04 138 81 4
## 202 orange 6.24 120.04 145 80 17
## 203 orange 6.25 120.06 153 93 2
## 204 orange 6.25 120.09 169 86 2
## 205 orange 6.25 120.10 149 81 2
## 206 orange 6.25 120.11 164 86 5
## 207 orange 6.26 120.14 149 61 2
## 208 orange 6.26 120.16 167 96 16
## 209 orange 6.27 120.26 168 87 11
## 210 orange 6.27 120.29 147 79 2
## 211 orange 6.27 120.47 169 66 2
## 212 orange 6.27 120.50 152 81 2
## 213 orange 6.27 120.51 165 65 2
## 214 orange 6.28 120.63 153 87 18
## 215 orange 6.28 120.65 144 81 19
## 216 orange 6.28 120.66 152 80 2
## 217 orange 6.28 120.66 146 92 22
## 218 orange 6.28 120.71 159 84 2
## 219 orange 6.29 120.74 153 63 2
## 220 orange 6.29 120.78 156 82 5
## 221 orange 6.29 120.79 156 81 13
## 222 orange 6.30 120.93 134 76 17
## 223 orange 6.30 120.94 153 98 2
## 224 orange 6.30 120.95 150 67 2
## 225 orange 6.31 121.04 140 67 14
## 226 orange 6.31 121.04 145 88 10
## 227 orange 6.32 121.04 166 84 9
## 228 orange 6.32 121.06 152 72 5
## 229 orange 6.32 121.18 166 96 3
## 230 orange 6.32 121.27 167 90 6
## 231 orange 6.32 121.27 165 92 20
## 232 orange 6.33 121.33 154 86 2
## 233 orange 6.33 121.36 163 93 10
## 234 orange 6.33 121.36 161 85 2
## 235 orange 6.33 121.43 144 71 2
## 236 orange 6.33 121.46 143 85 9
## 237 orange 6.34 121.49 171 95 28
## 238 orange 6.35 121.51 160 88 8
## 239 orange 6.37 121.51 151 87 2
## 240 orange 6.37 121.53 135 72 2
## 241 orange 6.37 121.53 157 73 2
## 242 orange 6.38 121.55 156 80 17
## 243 orange 6.38 121.59 156 95 8
## 244 orange 6.38 121.61 158 83 19
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## 252 orange 6.40 121.88 156 79 10
## 253 orange 6.41 121.94 180 58 24
## 254 orange 6.41 121.95 168 86 2
## 255 orange 6.41 121.96 161 87 2
## 256 orange 6.41 122.03 160 91 2
## 257 orange 6.42 122.05 156 69 9
## 258 orange 6.42 122.08 155 72 2
## 259 orange 6.42 122.09 172 95 2
## 260 orange 6.42 122.14 140 90 14
## 261 orange 6.42 122.20 155 83 17
## 262 orange 6.43 122.21 169 77 2
## 263 orange 6.43 122.27 146 98 5
## 264 orange 6.43 122.32 178 80 8
## 265 orange 6.43 122.35 159 84 2
## 266 orange 6.44 122.36 171 92 2
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## 268 orange 6.44 122.41 149 84 2
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## 9507 grapefruit 13.09 221.94 142 49 3
## 9508 grapefruit 13.09 221.96 134 47 25
## 9509 grapefruit 13.09 222.02 150 69 8
## 9510 grapefruit 13.09 222.06 134 64 2
## 9511 grapefruit 13.09 222.11 166 57 21
## 9512 grapefruit 13.09 222.14 162 78 19
## 9513 grapefruit 13.09 222.15 152 71 16
## 9514 grapefruit 13.09 222.19 147 67 38
## 9515 grapefruit 13.09 222.24 162 64 2
## 9516 grapefruit 13.10 222.26 155 72 23
## 9517 grapefruit 13.10 222.29 145 71 17
## 9518 grapefruit 13.10 222.30 143 64 17
## 9519 grapefruit 13.10 222.35 160 52 13
## 9520 grapefruit 13.10 222.35 146 51 14
## 9521 grapefruit 13.11 222.36 144 68 21
## 9522 grapefruit 13.11 222.40 148 50 10
## 9523 grapefruit 13.11 222.42 166 53 14
## 9524 grapefruit 13.11 222.42 148 66 10
## 9525 grapefruit 13.11 222.44 157 61 12
## 9526 grapefruit 13.11 222.44 153 78 20
## 9527 grapefruit 13.11 222.47 145 58 2
## 9528 grapefruit 13.11 222.48 137 70 15
## 9529 grapefruit 13.11 222.49 146 75 3
## 9530 grapefruit 13.12 222.50 154 78 15
## 9531 grapefruit 13.12 222.52 152 73 13
## 9532 grapefruit 13.12 222.54 138 67 28
## 9533 grapefruit 13.12 222.56 133 63 11
## 9534 grapefruit 13.12 222.59 149 78 5
## 9535 grapefruit 13.12 222.62 136 74 22
## 9536 grapefruit 13.13 222.63 149 65 18
## 9537 grapefruit 13.13 222.68 169 77 7
## 9538 grapefruit 13.13 222.70 153 63 15
## 9539 grapefruit 13.13 222.71 142 82 2
## 9540 grapefruit 13.13 222.81 142 74 7
## 9541 grapefruit 13.13 222.81 148 62 21
## 9542 grapefruit 13.13 222.82 160 65 26
## 9543 grapefruit 13.13 222.84 138 80 4
## 9544 grapefruit 13.14 222.91 147 82 6
## 9545 grapefruit 13.14 222.92 167 76 28
## 9546 grapefruit 13.14 222.94 146 88 13
## 9547 grapefruit 13.15 222.94 154 71 9
## 9548 grapefruit 13.15 222.98 170 75 21
## 9549 grapefruit 13.15 222.99 158 64 21
## 9550 grapefruit 13.15 223.00 173 81 28
## 9551 grapefruit 13.15 223.01 156 70 5
## 9552 grapefruit 13.15 223.03 137 46 13
## 9553 grapefruit 13.15 223.04 148 94 2
## 9554 grapefruit 13.15 223.07 152 74 26
## 9555 grapefruit 13.15 223.15 164 72 3
## 9556 grapefruit 13.15 223.20 153 72 25
## 9557 grapefruit 13.15 223.20 141 59 27
## 9558 grapefruit 13.15 223.24 157 53 22
## 9559 grapefruit 13.15 223.32 153 66 16
## 9560 grapefruit 13.16 223.33 147 69 6
## 9561 grapefruit 13.16 223.36 157 82 29
## 9562 grapefruit 13.16 223.38 135 55 16
## 9563 grapefruit 13.16 223.39 153 74 22
## 9564 grapefruit 13.16 223.41 137 61 2
## 9565 grapefruit 13.16 223.44 130 53 25
## 9566 grapefruit 13.16 223.48 149 47 19
## 9567 grapefruit 13.16 223.49 146 77 2
## 9568 grapefruit 13.17 223.49 162 79 13
## 9569 grapefruit 13.17 223.51 163 74 23
## 9570 grapefruit 13.17 223.52 140 66 22
## 9571 grapefruit 13.17 223.55 165 75 26
## 9572 grapefruit 13.17 223.56 125 69 24
## 9573 grapefruit 13.17 223.60 158 60 22
## 9574 grapefruit 13.18 223.61 144 75 18
## 9575 grapefruit 13.18 223.61 137 55 17
## 9576 grapefruit 13.18 223.61 163 69 2
## 9577 grapefruit 13.18 223.66 134 84 32
## 9578 grapefruit 13.18 223.67 168 77 18
## 9579 grapefruit 13.18 223.68 152 61 25
## 9580 grapefruit 13.19 223.69 162 79 2
## 9581 grapefruit 13.19 223.72 155 77 14
## 9582 grapefruit 13.19 223.72 155 60 27
## 9583 grapefruit 13.19 223.74 151 95 8
## 9584 grapefruit 13.19 223.74 157 74 7
## 9585 grapefruit 13.19 223.75 158 61 33
## 9586 grapefruit 13.19 223.76 147 83 25
## 9587 grapefruit 13.20 223.77 129 66 29
## 9588 grapefruit 13.20 223.79 160 65 22
## 9589 grapefruit 13.20 223.80 166 58 24
## 9590 grapefruit 13.20 223.80 142 81 11
## 9591 grapefruit 13.20 223.82 155 74 14
## 9592 grapefruit 13.20 223.82 162 58 21
## 9593 grapefruit 13.20 223.86 157 74 31
## 9594 grapefruit 13.20 223.87 146 68 29
## 9595 grapefruit 13.20 223.90 166 92 8
## 9596 grapefruit 13.20 223.95 158 68 8
## 9597 grapefruit 13.20 223.97 157 70 2
## 9598 grapefruit 13.20 223.97 159 67 25
## 9599 grapefruit 13.20 224.02 154 59 23
## 9600 grapefruit 13.21 224.06 147 51 17
## 9601 grapefruit 13.21 224.13 129 60 16
## 9602 grapefruit 13.21 224.16 129 54 7
## 9603 grapefruit 13.21 224.18 142 70 19
## 9604 grapefruit 13.21 224.19 124 89 12
## 9605 grapefruit 13.21 224.21 156 69 20
## 9606 grapefruit 13.21 224.24 149 71 14
## 9607 grapefruit 13.22 224.25 153 102 11
## 9608 grapefruit 13.22 224.27 163 78 28
## 9609 grapefruit 13.22 224.32 150 70 13
## 9610 grapefruit 13.22 224.34 147 62 20
## 9611 grapefruit 13.22 224.37 161 77 35
## 9612 grapefruit 13.23 224.38 163 77 3
## 9613 grapefruit 13.23 224.39 149 51 32
## 9614 grapefruit 13.23 224.42 134 69 19
## 9615 grapefruit 13.23 224.44 139 72 29
## 9616 grapefruit 13.23 224.45 159 80 2
## 9617 grapefruit 13.23 224.46 164 83 20
## 9618 grapefruit 13.23 224.46 137 87 26
## 9619 grapefruit 13.23 224.53 160 59 10
## 9620 grapefruit 13.23 224.53 159 66 2
## 9621 grapefruit 13.23 224.54 172 91 2
## 9622 grapefruit 13.24 224.56 158 61 23
## 9623 grapefruit 13.24 224.57 144 52 15
## 9624 grapefruit 13.24 224.57 151 69 22
## 9625 grapefruit 13.25 224.58 157 65 25
## 9626 grapefruit 13.25 224.62 155 57 38
## 9627 grapefruit 13.25 224.66 146 45 14
## 9628 grapefruit 13.26 224.68 150 54 23
## 9629 grapefruit 13.26 224.71 160 73 16
## 9630 grapefruit 13.26 224.73 171 89 2
## 9631 grapefruit 13.26 224.74 140 62 29
## 9632 grapefruit 13.27 224.79 146 54 2
## 9633 grapefruit 13.27 224.90 147 84 25
## 9634 grapefruit 13.27 224.90 151 62 24
## 9635 grapefruit 13.27 224.91 157 82 19
## 9636 grapefruit 13.27 224.92 172 76 7
## 9637 grapefruit 13.27 224.93 172 66 6
## 9638 grapefruit 13.28 225.02 136 75 31
## 9639 grapefruit 13.28 225.03 153 61 6
## 9640 grapefruit 13.28 225.05 143 67 28
## 9641 grapefruit 13.29 225.05 141 77 12
## 9642 grapefruit 13.29 225.08 146 74 36
## 9643 grapefruit 13.29 225.20 159 71 21
## 9644 grapefruit 13.29 225.20 149 73 2
## 9645 grapefruit 13.29 225.24 147 65 15
## 9646 grapefruit 13.29 225.24 168 62 2
## 9647 grapefruit 13.29 225.25 149 75 14
## 9648 grapefruit 13.29 225.25 162 70 2
## 9649 grapefruit 13.29 225.26 161 58 20
## 9650 grapefruit 13.30 225.32 168 66 12
## 9651 grapefruit 13.30 225.40 165 69 5
## 9652 grapefruit 13.30 225.42 156 79 30
## 9653 grapefruit 13.30 225.51 166 69 19
## 9654 grapefruit 13.30 225.51 150 70 21
## 9655 grapefruit 13.30 225.54 156 74 20
## 9656 grapefruit 13.30 225.55 141 49 15
## 9657 grapefruit 13.30 225.55 145 57 20
## 9658 grapefruit 13.30 225.64 145 81 36
## 9659 grapefruit 13.31 225.64 174 69 2
## 9660 grapefruit 13.31 225.69 131 86 4
## 9661 grapefruit 13.31 225.71 140 81 28
## 9662 grapefruit 13.31 225.73 162 75 23
## 9663 grapefruit 13.32 225.74 142 71 23
## 9664 grapefruit 13.32 225.75 143 57 8
## 9665 grapefruit 13.32 225.77 144 63 16
## 9666 grapefruit 13.32 225.78 159 68 14
## 9667 grapefruit 13.32 225.81 153 88 4
## 9668 grapefruit 13.32 225.84 152 70 9
## 9669 grapefruit 13.32 225.85 145 65 14
## 9670 grapefruit 13.32 225.86 152 67 21
## 9671 grapefruit 13.32 225.98 140 60 6
## 9672 grapefruit 13.32 226.03 139 72 17
## 9673 grapefruit 13.32 226.10 156 54 2
## 9674 grapefruit 13.32 226.10 153 72 2
## 9675 grapefruit 13.32 226.19 147 61 31
## 9676 grapefruit 13.32 226.25 158 79 23
## 9677 grapefruit 13.33 226.32 164 73 33
## 9678 grapefruit 13.33 226.33 137 76 2
## 9679 grapefruit 13.33 226.40 127 75 11
## 9680 grapefruit 13.33 226.52 160 65 15
## 9681 grapefruit 13.34 226.58 151 65 15
## 9682 grapefruit 13.34 226.59 148 58 17
## 9683 grapefruit 13.35 226.68 159 59 14
## 9684 grapefruit 13.35 226.70 159 70 21
## 9685 grapefruit 13.35 226.71 168 76 17
## 9686 grapefruit 13.35 226.73 160 88 23
## 9687 grapefruit 13.36 226.75 134 74 2
## 9688 grapefruit 13.36 226.86 140 81 8
## 9689 grapefruit 13.36 226.86 138 57 27
## 9690 grapefruit 13.36 226.87 149 66 12
## 9691 grapefruit 13.36 226.88 142 91 12
## 9692 grapefruit 13.37 226.90 153 60 18
## 9693 grapefruit 13.37 226.91 141 74 2
## 9694 grapefruit 13.37 226.97 161 74 19
## 9695 grapefruit 13.37 227.00 150 80 2
## 9696 grapefruit 13.37 227.02 157 78 8
## 9697 grapefruit 13.37 227.02 140 84 2
## 9698 grapefruit 13.37 227.14 154 79 22
## 9699 grapefruit 13.38 227.17 139 65 29
## 9700 grapefruit 13.38 227.19 152 68 23
## 9701 grapefruit 13.39 227.21 143 77 15
## 9702 grapefruit 13.39 227.23 150 56 2
## 9703 grapefruit 13.39 227.26 160 65 22
## 9704 grapefruit 13.39 227.28 159 79 14
## 9705 grapefruit 13.39 227.29 170 79 12
## 9706 grapefruit 13.39 227.32 147 83 15
## 9707 grapefruit 13.40 227.34 153 77 2
## 9708 grapefruit 13.40 227.42 163 64 19
## 9709 grapefruit 13.40 227.45 159 66 15
## 9710 grapefruit 13.40 227.45 135 76 22
## 9711 grapefruit 13.41 227.47 143 58 22
## 9712 grapefruit 13.41 227.49 148 67 11
## 9713 grapefruit 13.41 227.53 149 72 25
## 9714 grapefruit 13.42 227.54 166 77 21
## 9715 grapefruit 13.42 227.58 150 74 21
## 9716 grapefruit 13.42 227.65 163 51 24
## 9717 grapefruit 13.42 227.65 170 70 19
## 9718 grapefruit 13.43 227.65 149 96 27
## 9719 grapefruit 13.43 227.72 162 65 28
## 9720 grapefruit 13.44 227.73 146 54 20
## 9721 grapefruit 13.44 227.78 141 61 24
## 9722 grapefruit 13.44 227.86 149 61 24
## 9723 grapefruit 13.45 227.86 154 76 9
## 9724 grapefruit 13.45 227.87 159 73 2
## 9725 grapefruit 13.45 227.89 156 65 2
## 9726 grapefruit 13.45 227.91 150 64 26
## 9727 grapefruit 13.45 227.91 155 82 30
## 9728 grapefruit 13.45 227.98 164 83 29
## 9729 grapefruit 13.45 227.98 142 66 9
## 9730 grapefruit 13.45 228.05 157 78 17
## 9731 grapefruit 13.45 228.07 143 86 21
## 9732 grapefruit 13.45 228.09 159 73 19
## 9733 grapefruit 13.45 228.13 142 67 17
## 9734 grapefruit 13.46 228.13 158 50 23
## 9735 grapefruit 13.46 228.15 169 56 11
## 9736 grapefruit 13.46 228.25 153 67 16
## 9737 grapefruit 13.46 228.26 151 64 11
## 9738 grapefruit 13.46 228.37 157 91 8
## 9739 grapefruit 13.46 228.39 159 47 24
## 9740 grapefruit 13.46 228.39 169 81 13
## 9741 grapefruit 13.47 228.42 139 76 26
## 9742 grapefruit 13.47 228.51 157 76 29
## 9743 grapefruit 13.47 228.54 156 72 22
## 9744 grapefruit 13.47 228.58 149 81 3
## 9745 grapefruit 13.47 228.60 157 78 25
## 9746 grapefruit 13.48 228.60 155 66 12
## 9747 grapefruit 13.48 228.60 140 59 19
## 9748 grapefruit 13.49 228.67 137 81 11
## 9749 grapefruit 13.49 228.68 139 67 15
## 9750 grapefruit 13.50 228.68 155 83 6
## 9751 grapefruit 13.50 228.71 144 61 16
## 9752 grapefruit 13.50 228.72 136 69 29
## 9753 grapefruit 13.50 228.78 154 58 15
## 9754 grapefruit 13.50 228.82 160 75 16
## 9755 grapefruit 13.50 228.82 149 76 15
## 9756 grapefruit 13.50 228.84 146 74 16
## 9757 grapefruit 13.50 228.92 145 72 8
## 9758 grapefruit 13.51 228.94 151 71 18
## 9759 grapefruit 13.51 228.96 152 63 10
## 9760 grapefruit 13.51 228.98 147 63 9
## 9761 grapefruit 13.51 228.99 142 73 15
## 9762 grapefruit 13.51 229.00 132 66 4
## 9763 grapefruit 13.51 229.02 125 89 10
## 9764 grapefruit 13.51 229.05 160 70 20
## 9765 grapefruit 13.52 229.07 138 68 12
## 9766 grapefruit 13.53 229.15 149 85 2
## 9767 grapefruit 13.53 229.31 146 66 16
## 9768 grapefruit 13.53 229.33 150 45 4
## 9769 grapefruit 13.53 229.35 145 77 14
## 9770 grapefruit 13.53 229.39 141 50 15
## 9771 grapefruit 13.53 229.41 130 64 14
## 9772 grapefruit 13.54 229.52 155 54 18
## 9773 grapefruit 13.54 229.54 135 63 20
## 9774 grapefruit 13.54 229.54 138 65 2
## 9775 grapefruit 13.55 229.58 141 69 2
## 9776 grapefruit 13.56 229.58 151 53 2
## 9777 grapefruit 13.56 229.66 153 78 16
## 9778 grapefruit 13.56 229.77 152 63 21
## 9779 grapefruit 13.56 229.83 142 65 2
## 9780 grapefruit 13.56 229.93 150 90 23
## 9781 grapefruit 13.56 229.98 157 76 13
## 9782 grapefruit 13.57 230.03 146 70 6
## 9783 grapefruit 13.57 230.12 164 82 22
## 9784 grapefruit 13.57 230.13 140 72 17
## 9785 grapefruit 13.58 230.20 148 75 39
## 9786 grapefruit 13.58 230.23 146 66 2
## 9787 grapefruit 13.58 230.30 152 73 19
## 9788 grapefruit 13.58 230.31 169 46 13
## 9789 grapefruit 13.58 230.35 142 56 2
## 9790 grapefruit 13.58 230.35 149 70 31
## 9791 grapefruit 13.58 230.40 174 48 15
## 9792 grapefruit 13.58 230.44 157 93 17
## 9793 grapefruit 13.58 230.52 148 66 4
## 9794 grapefruit 13.59 230.53 157 68 15
## 9795 grapefruit 13.59 230.57 157 74 22
## 9796 grapefruit 13.60 230.66 146 85 18
## 9797 grapefruit 13.60 230.68 147 77 17
## 9798 grapefruit 13.60 230.69 140 74 33
## 9799 grapefruit 13.61 230.69 157 54 11
## 9800 grapefruit 13.61 230.73 141 73 12
## 9801 grapefruit 13.62 230.76 148 68 20
## 9802 grapefruit 13.62 230.85 138 64 2
## 9803 grapefruit 13.62 230.89 159 81 24
## 9804 grapefruit 13.62 231.07 162 80 15
## 9805 grapefruit 13.63 231.10 147 67 6
## 9806 grapefruit 13.64 231.11 169 75 7
## 9807 grapefruit 13.64 231.12 152 73 18
## 9808 grapefruit 13.65 231.16 151 59 30
## 9809 grapefruit 13.65 231.23 155 77 17
## 9810 grapefruit 13.65 231.23 147 78 14
## 9811 grapefruit 13.65 231.26 169 66 12
## 9812 grapefruit 13.66 231.30 143 79 11
## 9813 grapefruit 13.66 231.45 163 78 8
## 9814 grapefruit 13.66 231.46 167 69 2
## 9815 grapefruit 13.67 231.47 141 61 28
## 9816 grapefruit 13.67 231.67 140 56 25
## 9817 grapefruit 13.67 231.68 160 67 14
## 9818 grapefruit 13.67 231.71 156 67 22
## 9819 grapefruit 13.68 231.76 140 70 8
## 9820 grapefruit 13.69 231.79 155 63 33
## 9821 grapefruit 13.69 231.81 158 63 9
## 9822 grapefruit 13.70 231.87 149 65 21
## 9823 grapefruit 13.70 231.88 156 77 16
## 9824 grapefruit 13.70 231.96 148 64 22
## 9825 grapefruit 13.70 232.04 172 75 19
## 9826 grapefruit 13.70 232.10 148 75 23
## 9827 grapefruit 13.71 232.12 149 79 30
## 9828 grapefruit 13.71 232.13 143 79 2
## 9829 grapefruit 13.72 232.17 149 48 17
## 9830 grapefruit 13.72 232.20 153 59 21
## 9831 grapefruit 13.72 232.23 162 76 22
## 9832 grapefruit 13.73 232.25 146 60 15
## 9833 grapefruit 13.73 232.28 135 78 2
## 9834 grapefruit 13.74 232.28 153 67 12
## 9835 grapefruit 13.74 232.52 152 62 18
## 9836 grapefruit 13.74 232.52 131 72 14
## 9837 grapefruit 13.75 232.66 134 70 13
## 9838 grapefruit 13.75 232.78 152 60 22
## 9839 grapefruit 13.75 232.88 161 87 5
## 9840 grapefruit 13.75 232.92 168 59 21
## 9841 grapefruit 13.76 232.92 145 68 2
## 9842 grapefruit 13.76 233.07 147 72 31
## 9843 grapefruit 13.76 233.14 145 65 3
## 9844 grapefruit 13.77 233.21 136 85 2
## 9845 grapefruit 13.77 233.34 153 61 8
## 9846 grapefruit 13.77 233.37 154 78 21
## 9847 grapefruit 13.77 233.38 157 46 18
## 9848 grapefruit 13.78 233.44 149 77 2
## 9849 grapefruit 13.79 233.56 143 73 15
## 9850 grapefruit 13.79 233.61 162 65 16
## 9851 grapefruit 13.79 233.70 146 69 22
## 9852 grapefruit 13.79 233.91 155 44 12
## 9853 grapefruit 13.79 233.92 152 80 18
## 9854 grapefruit 13.79 233.92 149 67 14
## 9855 grapefruit 13.79 234.10 136 76 9
## 9856 grapefruit 13.81 234.12 160 62 9
## 9857 grapefruit 13.81 234.15 175 58 9
## 9858 grapefruit 13.81 234.15 163 67 17
## 9859 grapefruit 13.82 234.17 149 73 19
## 9860 grapefruit 13.82 234.20 173 51 19
## 9861 grapefruit 13.82 234.20 160 70 6
## 9862 grapefruit 13.83 234.22 162 73 7
## 9863 grapefruit 13.83 234.32 140 60 26
## 9864 grapefruit 13.83 234.40 151 50 6
## 9865 grapefruit 13.83 234.46 154 81 16
## 9866 grapefruit 13.84 234.52 158 70 10
## 9867 grapefruit 13.84 234.53 152 73 6
## 9868 grapefruit 13.84 234.53 142 59 29
## 9869 grapefruit 13.85 234.62 131 64 23
## 9870 grapefruit 13.85 234.70 167 76 23
## 9871 grapefruit 13.85 234.73 139 69 33
## 9872 grapefruit 13.86 234.80 156 66 2
## 9873 grapefruit 13.86 234.82 154 86 18
## 9874 grapefruit 13.86 234.87 145 65 14
## 9875 grapefruit 13.87 234.88 162 60 13
## 9876 grapefruit 13.87 235.00 145 90 13
## 9877 grapefruit 13.87 235.20 160 66 36
## 9878 grapefruit 13.87 235.22 144 80 8
## 9879 grapefruit 13.88 235.30 168 73 8
## 9880 grapefruit 13.89 235.31 148 67 7
## 9881 grapefruit 13.89 235.46 154 79 18
## 9882 grapefruit 13.90 235.48 151 57 17
## 9883 grapefruit 13.91 235.49 158 64 9
## 9884 grapefruit 13.91 235.77 141 57 29
## 9885 grapefruit 13.91 235.89 149 63 29
## 9886 grapefruit 13.92 235.90 170 74 5
## 9887 grapefruit 13.92 235.91 149 77 28
## 9888 grapefruit 13.92 235.95 167 83 7
## 9889 grapefruit 13.92 235.98 140 70 29
## 9890 grapefruit 13.93 236.09 156 73 27
## 9891 grapefruit 13.93 236.09 157 80 2
## 9892 grapefruit 13.94 236.16 139 63 28
## 9893 grapefruit 13.94 236.22 149 78 18
## 9894 grapefruit 13.97 236.29 141 57 11
## 9895 grapefruit 13.98 236.38 126 75 6
## 9896 grapefruit 13.98 236.42 160 78 25
## 9897 grapefruit 13.98 236.46 147 56 14
## 9898 grapefruit 13.99 236.66 154 66 10
## 9899 grapefruit 13.99 236.84 155 74 11
## 9900 grapefruit 13.99 236.94 146 74 2
## 9901 grapefruit 13.99 237.05 151 90 2
## 9902 grapefruit 14.00 237.05 160 66 24
## 9903 grapefruit 14.01 237.23 163 74 3
## 9904 grapefruit 14.03 237.25 159 71 35
## 9905 grapefruit 14.03 237.42 170 70 24
## 9906 grapefruit 14.03 237.44 139 64 13
## 9907 grapefruit 14.03 237.55 166 63 11
## 9908 grapefruit 14.04 237.57 148 73 27
## 9909 grapefruit 14.04 237.67 167 64 16
## 9910 grapefruit 14.05 237.82 153 57 16
## 9911 grapefruit 14.05 237.87 149 77 2
## 9912 grapefruit 14.06 238.00 159 88 7
## 9913 grapefruit 14.06 238.21 165 61 18
## 9914 grapefruit 14.06 238.28 140 67 22
## 9915 grapefruit 14.07 238.30 146 49 22
## 9916 grapefruit 14.07 238.31 148 70 7
## 9917 grapefruit 14.07 238.36 148 54 21
## 9918 grapefruit 14.09 238.52 157 59 2
## 9919 grapefruit 14.09 238.54 151 49 22
## 9920 grapefruit 14.09 238.57 167 84 22
## 9921 grapefruit 14.09 238.72 144 69 21
## 9922 grapefruit 14.09 238.76 152 78 43
## 9923 grapefruit 14.09 238.78 148 77 6
## 9924 grapefruit 14.10 238.96 164 63 4
## 9925 grapefruit 14.11 239.12 156 70 17
## 9926 grapefruit 14.12 239.22 170 76 16
## 9927 grapefruit 14.13 239.50 149 57 2
## 9928 grapefruit 14.13 239.52 149 67 14
## 9929 grapefruit 14.13 239.67 162 52 20
## 9930 grapefruit 14.14 239.75 141 69 8
## 9931 grapefruit 14.16 239.84 144 70 8
## 9932 grapefruit 14.17 239.93 147 59 13
## 9933 grapefruit 14.18 240.08 159 88 23
## 9934 grapefruit 14.19 240.19 159 66 14
## 9935 grapefruit 14.19 240.23 165 72 2
## 9936 grapefruit 14.20 240.36 135 66 22
## 9937 grapefruit 14.20 240.37 140 64 23
## 9938 grapefruit 14.20 240.44 150 76 6
## 9939 grapefruit 14.21 240.54 159 77 2
## 9940 grapefruit 14.22 240.56 145 65 21
## 9941 grapefruit 14.22 240.65 145 67 30
## 9942 grapefruit 14.25 240.74 159 62 5
## 9943 grapefruit 14.26 240.75 156 55 2
## 9944 grapefruit 14.28 240.77 160 68 24
## 9945 grapefruit 14.28 240.97 139 61 5
## 9946 grapefruit 14.29 240.98 140 67 5
## 9947 grapefruit 14.30 241.02 143 81 27
## 9948 grapefruit 14.30 241.13 151 74 8
## 9949 grapefruit 14.31 241.33 146 69 29
## 9950 grapefruit 14.32 241.55 137 65 19
## 9951 grapefruit 14.32 241.74 157 76 3
## 9952 grapefruit 14.32 241.77 157 72 16
## 9953 grapefruit 14.33 241.89 147 62 27
## 9954 grapefruit 14.34 241.93 156 80 2
## 9955 grapefruit 14.34 242.12 148 71 15
## 9956 grapefruit 14.34 242.13 160 67 10
## 9957 grapefruit 14.35 242.20 148 75 22
## 9958 grapefruit 14.35 242.40 134 65 24
## 9959 grapefruit 14.36 242.45 149 69 2
## 9960 grapefruit 14.36 242.59 155 63 11
## 9961 grapefruit 14.36 242.65 140 72 2
## 9962 grapefruit 14.37 242.67 156 70 38
## 9963 grapefruit 14.37 242.68 160 72 21
## 9964 grapefruit 14.38 242.70 139 60 14
## 9965 grapefruit 14.43 242.79 143 74 20
## 9966 grapefruit 14.50 242.81 141 71 22
## 9967 grapefruit 14.50 242.85 137 38 18
## 9968 grapefruit 14.51 242.96 147 85 19
## 9969 grapefruit 14.54 243.08 143 62 15
## 9970 grapefruit 14.56 243.24 156 76 8
## 9971 grapefruit 14.57 243.59 176 63 20
## 9972 grapefruit 14.58 243.93 141 64 20
## 9973 grapefruit 14.59 243.93 146 78 23
## 9974 grapefruit 14.59 244.06 132 64 12
## 9975 grapefruit 14.59 244.18 158 75 2
## 9976 grapefruit 14.61 244.50 145 69 16
## 9977 grapefruit 14.62 244.59 153 85 13
## 9978 grapefruit 14.63 244.68 172 79 28
## 9979 grapefruit 14.63 244.69 146 59 13
## 9980 grapefruit 14.67 244.78 163 62 2
## 9981 grapefruit 14.67 245.14 138 83 26
## 9982 grapefruit 14.71 245.66 163 69 22
## 9983 grapefruit 14.74 246.21 139 58 15
## 9984 grapefruit 14.78 247.68 138 64 2
## 9985 grapefruit 14.83 247.93 154 80 13
## 9986 grapefruit 14.85 249.05 155 59 9
## 9987 grapefruit 14.87 249.55 155 83 2
## 9988 grapefruit 14.88 249.58 159 67 11
## 9989 grapefruit 14.89 250.22 158 68 8
## 9990 grapefruit 14.90 250.38 146 68 34
## 9991 grapefruit 14.91 250.68 158 73 15
## 9992 grapefruit 14.93 251.41 138 75 20
## 9993 grapefruit 14.95 251.82 149 84 6
## 9994 grapefruit 14.96 252.28 152 58 9
## 9995 grapefruit 15.16 253.64 136 76 20
## 9996 grapefruit 15.35 253.89 149 77 20
## 9997 grapefruit 15.41 254.67 148 68 7
## 9998 grapefruit 15.59 256.50 168 82 20
## 9999 grapefruit 15.92 260.14 142 72 11
## 10000 grapefruit 16.45 261.51 152 74 21. Hubungan antara Weight dan Height di Orange
Scatter Plot
str (data1)## 'data.frame': 10000 obs. of 6 variables:
## $ name : chr "orange" "orange" "orange" "orange" ...
## $ diameter: num 2.96 3.91 4.42 4.47 4.48 4.59 4.64 4.65 4.68 4.69 ...
## $ weight : num 86.8 88 95.2 95.6 95.8 ...
## $ red : int 172 166 156 163 161 142 156 142 159 161 ...
## $ green : int 85 78 81 81 72 100 85 74 90 76 ...
## $ blue : int 2 3 2 4 9 2 2 2 16 6 ...Orange <- data1 %>% filter(data1$name == "orange")
plot(Orange$diameter~Orange$weight, pch = 19, col = "orange")
abline(lm(Orange$diameter ~ Orange$weight), col = "green", lwd = 3)
#### Interpretasi
Berdasarkan scatter plot diatas ditunjukan bahwa buah jeruk yang memiliki diameter semakin besar maka beratnya juga akan semakin besar. Kebanyakan Jeruk yang memiliki diameter sebesar 8 cm akan memiliki berat sebesar 150 kg.
2. Hubungan antara Weight dan Height di Grape
str (data1)## 'data.frame': 10000 obs. of 6 variables:
## $ name : chr "orange" "orange" "orange" "orange" ...
## $ diameter: num 2.96 3.91 4.42 4.47 4.48 4.59 4.64 4.65 4.68 4.69 ...
## $ weight : num 86.8 88 95.2 95.6 95.8 ...
## $ red : int 172 166 156 163 161 142 156 142 159 161 ...
## $ green : int 85 78 81 81 72 100 85 74 90 76 ...
## $ blue : int 2 3 2 4 9 2 2 2 16 6 ...Grape <- data1 %>% filter(data1$name == "grapefruit")
plot(Grape$diameter~Grape$weight, pch = 19, col = "purple2")
abline(lm(Grape$diameter ~ Grape$weight), col = "green", lwd = 3)
Interpretasi
Hal ini juga berlaku untuk buah anggur (grape). Semakin besar diameter buah anggur maka berat buah anggur akan semakin besar juga. Pada scatter plot diatas kita dapat melihat bahwa berat anggur memiliki rentang antara 138 kg hingga 260 kg.
Visualisasi Time Series
JNJ <- read_csv("C:/Users/ASUS/Downloads/JNJ.csv")## Rows: 61 Columns: 7
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## dbl (6): Open, High, Low, Close, Adj Close, Volume
## date (1): Date
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.JNJ## # A tibble: 61 × 7
## Date Open High Low Close `Adj Close` Volume
## <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 2019-06-01 132. 145. 131. 139. 122. 150883000
## 2 2019-07-01 140. 142. 128. 130. 114. 159847900
## 3 2019-08-01 130. 134. 127. 128. 113. 176400700
## 4 2019-09-01 128. 133. 126. 129. 115. 122925900
## 5 2019-10-01 130. 137. 126. 132. 117. 206654300
## 6 2019-11-01 132. 139. 130. 137. 122. 127753600
## 7 2019-12-01 138. 148. 136. 146. 130. 127761600
## 8 2020-01-01 146. 151. 141. 149. 133. 150462900
## 9 2020-02-01 149. 154. 131. 134. 120. 147288300
## 10 2020-03-01 135. 144. 109. 131. 118. 355927400
## # ℹ 51 more rowsAMGN <- read_csv("C:/Users/ASUS/Downloads/AMGN.csv")## Rows: 61 Columns: 7
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## dbl (6): Open, High, Low, Close, Adj Close, Volume
## date (1): Date
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.AMGN## # A tibble: 61 × 7
## Date Open High Low Close `Adj Close` Volume
## <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 2019-06-01 172 187. 171. 184. 160. 57446400
## 2 2019-07-01 187. 189. 173. 187. 161. 58619700
## 3 2019-08-01 186. 212. 180. 209. 181. 84276300
## 4 2019-09-01 207. 209. 192. 194. 169. 53206700
## 5 2019-10-01 193. 214. 189. 213. 186. 47447600
## 6 2019-11-01 214. 236. 213. 235. 205. 49045500
## 7 2019-12-01 235. 245. 231. 241. 212. 41555600
## 8 2020-01-01 243 244. 210. 216. 190. 51442800
## 9 2020-02-01 216. 235. 195. 200. 175. 50052800
## 10 2020-03-01 200. 216. 177. 203. 179. 99346700
## # ℹ 51 more rowsJNJpik <- JNJ %>% select(Date, `Adj Close`)
AMGNpik <- AMGN %>% select(Date, `Adj Close`)
dataku<- data.frame(JNJpik, AMGNpik)
ggplot(data = dataku, mapping = aes(x=Date)) +
geom_line(aes(y=`Adj.Close`, color = "JNJ")) +
geom_line(aes(y=`Adj.Close.1`, color = "AMGN"))+
theme_linedraw()
Interpretasi
Berdasarkan grafik time series di atas, dapat dilihat bahwa saham JNJ lebih kecil daripada saham AMGN selama 5 tahun terakhir mulai dari tahun 2019 hingga tahun 2024. Kedua perusahaan tersebut mengalami kenaikan dari tahun ke tahunannya
Visualisasi Geospasial
datay <- read_excel("D:/Cooliah/Semester 4/Visualisasi Data/Praktikum Visdat/diabet.xlsx")
datay## # A tibble: 32 × 2
## region diabetes
## <chr> <dbl>
## 1 UK 43520
## 2 Serbia 22730
## 3 Malta 42325
## 4 Hungary 73234
## 5 Denmark 62240
## 6 Estonia 64352
## 7 Iceland 46390
## 8 Lithuania 55395
## 9 Norway 93808
## 10 Slovenia 83384
## # ℹ 22 more rowsdataworld <- map_data("world")
datayu <- left_join(dataworld, datay, by="region")
dataEU_vac <- datayu %>% filter(!is.na(datayu$diabetes))ggplot(dataEU_vac, aes( x = long, y = lat, group=group)) +
geom_polygon(aes(fill = diabetes), color = "black")+
scale_fill_gradient(name = "% vaccinated", low = "yellow", high = "red", na.value = "green")+
theme(axis.text.x = element_blank(),
axis.text.y = element_blank(),
axis.ticks = element_blank(),
axis.title.y=element_blank(),
axis.title.x=element_blank(),
rect = element_blank())