title: “Tugas Time Series PLot” author: “Andhika Evan Dewanputra Simatupang (5006231059)” date: “2026-03-16” output: pdf_document —nl
BBCA (3/16/2023 - 3/16/2026)
#Import Dataset to R
bbca = read.csv("C:/Users/Andhika Evan/Downloads/Data Historis BBCA.csv", sep=,)
str(bbca)## 'data.frame': 709 obs. of 7 variables:
## $ Tanggal : chr "16/03/2026" "13/03/2026" "12/03/2026" "11/03/2026" ...
## $ Terakhir : num 6.8 6.88 6.9 6.83 6.97 ...
## $ Pembukaan : num 6.88 6.85 6.83 6.97 6.95 ...
## $ Tertinggi : num 6.88 7.03 7.03 7 7.05 ...
## $ Terendah : num 6.7 6.85 6.83 6.83 6.92 ...
## $ Vol. : chr "69,15M" "107,94M" "98,79M" "91,92M" ...
## $ Perubahan.: chr "-1,09%" "-0,36%" "1,10%" "-2,15%" ...head(bbca)## Tanggal Terakhir Pembukaan Tertinggi Terendah Vol. Perubahan.
## 1 16/03/2026 6.800 6.875 6.875 6.700 69,15M -1,09%
## 2 13/03/2026 6.875 6.850 7.025 6.850 107,94M -0,36%
## 3 12/03/2026 6.900 6.825 7.025 6.825 98,79M 1,10%
## 4 11/03/2026 6.825 6.975 7.000 6.825 91,92M -2,15%
## 5 10/03/2026 6.975 6.950 7.050 6.925 129,98M 1,45%
## 6 09/03/2026 6.875 6.900 6.950 6.825 150,43M -1,79%#Mengubah tipe data variabel date dan membuat data frame baru berisi time dan closing price
library(lubridate)##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, uniondatabbca = data.frame(Time = dmy(bbca$Tanggal), Price = bbca$Terakhir)
str(databbca)## 'data.frame': 709 obs. of 2 variables:
## $ Time : Date, format: "2026-03-16" "2026-03-13" ...
## $ Price: num 6.8 6.88 6.9 6.83 6.97 ...#Membuat plot time series dengan ggplot2
library(ggplot2)##
## Attaching package: 'ggplot2'## The following object is masked from 'package:latticeExtra':
##
## layera = ggplot(databbca, aes(x=Time, y=Price)) +
geom_line() +
xlab("Time") +
ylab("Price (Ribu Rupiah)") +
ggtitle("Harga Saham BBCA (3/16/2023 - 3/16/2026)")
#Modification
library("ggpmisc")## Loading required package: ggpp## Registered S3 methods overwritten by 'ggpp':
## method from
## heightDetails.titleGrob ggplot2
## widthDetails.titleGrob ggplot2##
## Attaching package: 'ggpp'## The following object is masked from 'package:ggplot2':
##
## annotate## Warning in .recacheSubclasses(def@className, def, env): undefined subclass
## "ndiMatrix" of class "replValueSp"; definition not updateda + scale_x_date(date_labels = "%b %Y", date_breaks = "2 months" )+
theme_minimal()+
theme(axis.text.x=element_text(angle=50, hjust=1))+
geom_vline(xintercept = as.Date(c("2024-01-01","2025-01-01","2026-01-01")),
linetype = 2, color = "red") +
stat_peaks(geom = "point", span = 15, color = "steelblue3", size = 2) +
stat_peaks(geom = "label", span = 15, color = "steelblue3", angle = 0,
hjust = -0.1, x.label.fmt = "%d/%m/%y") +
stat_peaks(geom = "rug", span = 15, color = "blue", sides = "b")
Output diatas dapat kita simpulkan bahwa setelah spike yang cukup tinggi
pada 23/09/2024, saham BBCA terjadi penurunan harga yang signifikan
sampai saat ini
ASII (3/16/2023 - 3/16/2026)
#Import Dataset to R
asii = read.csv("C:/Users/Andhika Evan/Downloads/Data Historis ASII.csv", sep=,)
str(asii)## 'data.frame': 709 obs. of 7 variables:
## $ Tanggal : chr "16/03/2026" "13/03/2026" "12/03/2026" "11/03/2026" ...
## $ Terakhir : num 5.83 5.83 5.95 5.95 6 ...
## $ Pembukaan : num 5.9 5.9 5.97 6 5.9 ...
## $ Tertinggi : num 5.9 5.95 6.05 6.05 6.15 ...
## $ Terendah : num 5.67 5.78 5.9 5.88 5.9 ...
## $ Vol. : chr "12,07M" "27,86M" "20,63M" "18,44M" ...
## $ Perubahan.: chr "0,00%" "-2,10%" "0,00%" "-0,83%" ...head(asii)## Tanggal Terakhir Pembukaan Tertinggi Terendah Vol. Perubahan.
## 1 16/03/2026 5.825 5.900 5.90 5.675 12,07M 0,00%
## 2 13/03/2026 5.825 5.900 5.95 5.775 27,86M -2,10%
## 3 12/03/2026 5.950 5.975 6.05 5.900 20,63M 0,00%
## 4 11/03/2026 5.950 6.000 6.05 5.875 18,44M -0,83%
## 5 10/03/2026 6.000 5.900 6.15 5.900 33,96M 2,56%
## 6 09/03/2026 5.850 5.900 5.90 5.800 46,63M -4,49%#Mengubah tipe data variabel date dan membuat data frame baru berisi time dan closing price
library(lubridate)
dataasii = data.frame(Time = dmy(asii$Tanggal), Price = asii$Terakhir)
str(dataasii)## 'data.frame': 709 obs. of 2 variables:
## $ Time : Date, format: "2026-03-16" "2026-03-13" ...
## $ Price: num 5.83 5.83 5.95 5.95 6 ...#Membuat plot time series dengan ggplot2
library(ggplot2)
b = ggplot(dataasii, aes(x=Time, y=Price)) +
geom_line() +
xlab("Time") +
ylab("Price (Ribu Rupiah)") +
ggtitle("Harga Saham ASII (3/16/2023 - 3/16/2026)")
#Modification
library("ggpmisc")
b + scale_x_date(date_labels = "%b %Y", date_breaks = "2 months" )+
theme_minimal()+
theme(axis.text.x=element_text(angle=50, hjust=1))+
geom_vline(xintercept = as.Date(c("2024-01-01","2025-01-01","2026-01-01")),
linetype = 2, color = "red") +
stat_peaks(geom = "point", span = 15, color = "steelblue3", size = 2) +
stat_peaks(geom = "label", span = 15, color = "steelblue3", angle = 0,
hjust = -0.1, x.label.fmt = "%d/%m/%y") +
stat_peaks(geom = "rug", span = 15, color = "blue", sides = "b")
Output diatas dapat kita simpulkan bahwa pada awal Juli 2024 sampai awal
Juli 2025 adalah titik harga terendah dalam 3 tahun terakhir dan
berusaha mengembalikan harga seperti tahun 2023 pada akhir Juli 2025 dan
berhenti dititik tertinggi pada 3 tahun terakhir pada 19/02/2026.
TLKM (3/16/2023 - 3/16/2026)
#Import Dataset to R
tlkm = read.csv("C:/Users/Andhika Evan/Downloads/Data Historis TLKM.csv", sep=,)
str(tlkm)## 'data.frame': 709 obs. of 7 variables:
## $ Tanggal : chr "16/03/2026" "13/03/2026" "12/03/2026" "11/03/2026" ...
## $ Terakhir : num 2.91 2.97 3.02 3 2.96 3.1 3.19 3.26 3.2 3.45 ...
## $ Pembukaan : num 2.98 3.03 3.02 3 3.12 3.16 3.27 3.3 3.43 3.52 ...
## $ Tertinggi : num 2.98 3.05 3.06 3.02 3.15 3.16 3.29 3.35 3.45 3.53 ...
## $ Terendah : num 2.84 2.92 2.98 2.93 2.93 3 3.18 3.21 3.11 3.44 ...
## $ Vol. : chr "34,26M" "102,55M" "100,86M" "209,33M" ...
## $ Perubahan.: chr "-2,02%" "-1,66%" "0,67%" "1,35%" ...head(tlkm)## Tanggal Terakhir Pembukaan Tertinggi Terendah Vol. Perubahan.
## 1 16/03/2026 2.91 2.98 2.98 2.84 34,26M -2,02%
## 2 13/03/2026 2.97 3.03 3.05 2.92 102,55M -1,66%
## 3 12/03/2026 3.02 3.02 3.06 2.98 100,86M 0,67%
## 4 11/03/2026 3.00 3.00 3.02 2.93 209,33M 1,35%
## 5 10/03/2026 2.96 3.12 3.15 2.93 288,34M -4,52%
## 6 09/03/2026 3.10 3.16 3.16 3.00 126,78M -2,82%#Mengubah tipe data variabel date dan membuat data frame baru berisi time dan closing price
library(lubridate)
datatlkm = data.frame(Time = dmy(tlkm$Tanggal), Price = tlkm$Terakhir)
str(datatlkm)## 'data.frame': 709 obs. of 2 variables:
## $ Time : Date, format: "2026-03-16" "2026-03-13" ...
## $ Price: num 2.91 2.97 3.02 3 2.96 3.1 3.19 3.26 3.2 3.45 ...#Membuat plot time series dengan ggplot2
library(ggplot2)
c = ggplot(datatlkm, aes(x=Time, y=Price)) +
geom_line() +
xlab("Time") +
ylab("Price (Ribu Rupiah)") +
ggtitle("Harga Saham TLKM (3/16/2023 - 3/16/2026)")
#Modification
library("ggpmisc")
c + scale_x_date(date_labels = "%b %Y", date_breaks = "2 months" )+
theme_minimal()+
theme(axis.text.x=element_text(angle=50, hjust=1))+
geom_vline(xintercept = as.Date(c("2024-01-01","2025-01-01","2026-01-01")),
linetype = 2, color = "red") +
stat_peaks(geom = "point", span = 15, color = "steelblue3", size = 2) +
stat_peaks(geom = "label", span = 15, color = "steelblue3", angle = 0,
hjust = -0.1, x.label.fmt = "%d/%m/%y") +
stat_peaks(geom = "rug", span = 15, color = "blue", sides = "b")
Output diatas dapat kita simpulkan bahwa setelah 20/02/2024 harga saham
TLKM mengalami penurunan sampai pertengahan Mei 2025, dan kembali naik
sampai 27/01/2026 dan kembali turun sampai saat ini.
Multiple Data Series
#Library
library(ggplot2)
library(dplyr)## Warning: package 'dplyr' was built under R version 4.3.3##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union#Menyatukan data dan memberikan kategori sahamnya
databbca$Series = "BBCA"
dataasii$Series = "ASII"
datatlkm$Series = "TLKM"
allstocks = rbind(databbca, dataasii, datatlkm)
allstocks## Time Price Series
## 1 2026-03-16 6.800 BBCA
## 2 2026-03-13 6.875 BBCA
## 3 2026-03-12 6.900 BBCA
## 4 2026-03-11 6.825 BBCA
## 5 2026-03-10 6.975 BBCA
## 6 2026-03-09 6.875 BBCA
## 7 2026-03-06 7.000 BBCA
## 8 2026-03-05 7.100 BBCA
## 9 2026-03-04 6.875 BBCA
## 10 2026-03-03 7.075 BBCA
## 11 2026-03-02 7.025 BBCA
## 12 2026-02-27 7.175 BBCA
## 13 2026-02-26 7.300 BBCA
## 14 2026-02-25 7.325 BBCA
## 15 2026-02-24 7.225 BBCA
## 16 2026-02-23 7.300 BBCA
## 17 2026-02-20 7.225 BBCA
## 18 2026-02-19 7.175 BBCA
## 19 2026-02-18 7.275 BBCA
## 20 2026-02-13 7.200 BBCA
## 21 2026-02-12 7.325 BBCA
## 22 2026-02-11 7.450 BBCA
## 23 2026-02-10 7.475 BBCA
## 24 2026-02-09 7.500 BBCA
## 25 2026-02-06 7.675 BBCA
## 26 2026-02-05 7.800 BBCA
## 27 2026-02-04 7.800 BBCA
## 28 2026-02-03 7.650 BBCA
## 29 2026-02-02 7.600 BBCA
## 30 2026-01-30 7.400 BBCA
## 31 2026-01-29 7.200 BBCA
## 32 2026-01-28 7.025 BBCA
## 33 2026-01-27 7.500 BBCA
## 34 2026-01-26 7.650 BBCA
## 35 2026-01-23 7.650 BBCA
## 36 2026-01-22 7.650 BBCA
## 37 2026-01-21 7.700 BBCA
## 38 2026-01-20 8.000 BBCA
## 39 2026-01-19 8.125 BBCA
## 40 2026-01-15 8.075 BBCA
## 41 2026-01-14 8.000 BBCA
## 42 2026-01-13 8.075 BBCA
## 43 2026-01-12 8.025 BBCA
## 44 2026-01-09 8.125 BBCA
## 45 2026-01-08 8.050 BBCA
## 46 2026-01-07 8.150 BBCA
## 47 2026-01-06 8.175 BBCA
## 48 2026-01-05 8.075 BBCA
## 49 2026-01-02 8.025 BBCA
## 50 2025-12-30 8.075 BBCA
## 51 2025-12-29 8.025 BBCA
## 52 2025-12-24 8.025 BBCA
## 53 2025-12-23 8.025 BBCA
## 54 2025-12-22 8.175 BBCA
## 55 2025-12-19 8.050 BBCA
## 56 2025-12-18 8.175 BBCA
## 57 2025-12-17 8.025 BBCA
## 58 2025-12-16 8.075 BBCA
## 59 2025-12-15 8.300 BBCA
## 60 2025-12-12 8.000 BBCA
## 61 2025-12-11 8.000 BBCA
## 62 2025-12-10 8.075 BBCA
## 63 2025-12-09 8.100 BBCA
## 64 2025-12-08 8.300 BBCA
## 65 2025-12-05 8.300 BBCA
## 66 2025-12-04 8.225 BBCA
## 67 2025-12-03 8.300 BBCA
## 68 2025-12-02 8.375 BBCA
## 69 2025-12-01 8.400 BBCA
## 70 2025-11-28 8.275 BBCA
## 71 2025-11-27 8.325 BBCA
## 72 2025-11-26 8.425 BBCA
## 73 2025-11-25 8.500 BBCA
## 74 2025-11-24 8.475 BBCA
## 75 2025-11-21 8.400 BBCA
## 76 2025-11-20 8.425 BBCA
## 77 2025-11-19 8.475 BBCA
## 78 2025-11-18 8.400 BBCA
## 79 2025-11-17 8.575 BBCA
## 80 2025-11-14 8.425 BBCA
## 81 2025-11-13 8.375 BBCA
## 82 2025-11-12 8.500 BBCA
## 83 2025-11-11 8.400 BBCA
## 84 2025-11-10 8.575 BBCA
## 85 2025-11-07 8.675 BBCA
## 86 2025-11-06 8.550 BBCA
## 87 2025-11-05 8.700 BBCA
## 88 2025-11-04 8.650 BBCA
## 89 2025-11-03 8.650 BBCA
## 90 2025-10-31 8.525 BBCA
## 91 2025-10-30 8.525 BBCA
## 92 2025-10-29 8.600 BBCA
## 93 2025-10-28 8.275 BBCA
## 94 2025-10-27 8.350 BBCA
## 95 2025-10-24 8.275 BBCA
## 96 2025-10-23 8.325 BBCA
## 97 2025-10-22 8.200 BBCA
## 98 2025-10-21 8.475 BBCA
## 99 2025-10-20 7.875 BBCA
## 100 2025-10-17 7.500 BBCA
## 101 2025-10-16 7.300 BBCA
## 102 2025-10-15 7.250 BBCA
## 103 2025-10-14 7.250 BBCA
## 104 2025-10-13 7.325 BBCA
## 105 2025-10-10 7.400 BBCA
## 106 2025-10-09 7.550 BBCA
## 107 2025-10-08 7.375 BBCA
## 108 2025-10-07 7.575 BBCA
## 109 2025-10-06 7.500 BBCA
## 110 2025-10-03 7.525 BBCA
## 111 2025-10-02 7.500 BBCA
## 112 2025-10-01 7.500 BBCA
## 113 2025-09-30 7.625 BBCA
## 114 2025-09-29 7.775 BBCA
## 115 2025-09-26 7.625 BBCA
## 116 2025-09-25 7.700 BBCA
## 117 2025-09-24 7.775 BBCA
## 118 2025-09-23 7.875 BBCA
## 119 2025-09-22 7.725 BBCA
## 120 2025-09-19 7.800 BBCA
## 121 2025-09-18 7.700 BBCA
## 122 2025-09-17 7.850 BBCA
## 123 2025-09-16 7.925 BBCA
## 124 2025-09-15 8.025 BBCA
## 125 2025-09-12 7.925 BBCA
## 126 2025-09-11 7.850 BBCA
## 127 2025-09-10 7.800 BBCA
## 128 2025-09-09 7.525 BBCA
## 129 2025-09-08 7.700 BBCA
## 130 2025-09-04 8.000 BBCA
## 131 2025-09-03 7.975 BBCA
## 132 2025-09-02 8.000 BBCA
## 133 2025-09-01 8.000 BBCA
## 134 2025-08-29 8.075 BBCA
## 135 2025-08-28 8.325 BBCA
## 136 2025-08-27 8.300 BBCA
## 137 2025-08-26 8.250 BBCA
## 138 2025-08-25 8.475 BBCA
## 139 2025-08-22 8.450 BBCA
## 140 2025-08-21 8.550 BBCA
## 141 2025-08-20 8.525 BBCA
## 142 2025-08-19 8.500 BBCA
## 143 2025-08-15 8.700 BBCA
## 144 2025-08-14 8.775 BBCA
## 145 2025-08-13 8.925 BBCA
## 146 2025-08-12 8.850 BBCA
## 147 2025-08-11 8.550 BBCA
## 148 2025-08-08 8.300 BBCA
## 149 2025-08-07 8.300 BBCA
## 150 2025-08-06 8.300 BBCA
## 151 2025-08-05 8.425 BBCA
## 152 2025-08-04 8.275 BBCA
## 153 2025-08-01 8.300 BBCA
## 154 2025-07-31 8.275 BBCA
## 155 2025-07-30 8.375 BBCA
## 156 2025-07-29 8.400 BBCA
## 157 2025-07-28 8.500 BBCA
## 158 2025-07-25 8.450 BBCA
## 159 2025-07-24 8.500 BBCA
## 160 2025-07-23 8.425 BBCA
## 161 2025-07-22 8.400 BBCA
## 162 2025-07-21 8.450 BBCA
## 163 2025-07-18 8.425 BBCA
## 164 2025-07-17 8.525 BBCA
## 165 2025-07-16 8.525 BBCA
## 166 2025-07-15 8.550 BBCA
## 167 2025-07-14 8.525 BBCA
## 168 2025-07-11 8.625 BBCA
## 169 2025-07-10 8.600 BBCA
## 170 2025-07-09 8.500 BBCA
## 171 2025-07-08 8.500 BBCA
## 172 2025-07-07 8.625 BBCA
## 173 2025-07-04 8.650 BBCA
## 174 2025-07-03 8.600 BBCA
## 175 2025-07-02 8.675 BBCA
## 176 2025-07-01 8.700 BBCA
## 177 2025-06-30 8.675 BBCA
## 178 2025-06-26 8.650 BBCA
## 179 2025-06-25 8.600 BBCA
## 180 2025-06-24 8.775 BBCA
## 181 2025-06-23 8.625 BBCA
## 182 2025-06-20 8.700 BBCA
## 183 2025-06-19 8.775 BBCA
## 184 2025-06-18 8.900 BBCA
## 185 2025-06-17 9.075 BBCA
## 186 2025-06-16 8.925 BBCA
## 187 2025-06-13 9.025 BBCA
## 188 2025-06-12 9.125 BBCA
## 189 2025-06-11 9.050 BBCA
## 190 2025-06-10 9.100 BBCA
## 191 2025-06-05 8.925 BBCA
## 192 2025-06-04 8.975 BBCA
## 193 2025-06-03 9.050 BBCA
## 194 2025-06-02 9.100 BBCA
## 195 2025-05-28 9.400 BBCA
## 196 2025-05-27 9.450 BBCA
## 197 2025-05-26 9.625 BBCA
## 198 2025-05-23 9.675 BBCA
## 199 2025-05-22 9.650 BBCA
## 200 2025-05-21 9.700 BBCA
## 201 2025-05-20 9.475 BBCA
## 202 2025-05-19 9.500 BBCA
## 203 2025-05-16 9.300 BBCA
## 204 2025-05-15 9.275 BBCA
## 205 2025-05-14 9.275 BBCA
## 206 2025-05-09 9.000 BBCA
## 207 2025-05-08 8.975 BBCA
## 208 2025-05-07 9.075 BBCA
## 209 2025-05-06 9.025 BBCA
## 210 2025-05-05 8.975 BBCA
## 211 2025-05-02 8.975 BBCA
## 212 2025-04-30 8.825 BBCA
## 213 2025-04-29 8.725 BBCA
## 214 2025-04-28 8.775 BBCA
## 215 2025-04-25 8.600 BBCA
## 216 2025-04-24 8.475 BBCA
## 217 2025-04-23 8.725 BBCA
## 218 2025-04-22 8.500 BBCA
## 219 2025-04-21 8.300 BBCA
## 220 2025-04-17 8.500 BBCA
## 221 2025-04-16 8.475 BBCA
## 222 2025-04-15 8.575 BBCA
## 223 2025-04-14 8.400 BBCA
## 224 2025-04-11 8.275 BBCA
## 225 2025-04-10 8.225 BBCA
## 226 2025-04-09 7.925 BBCA
## 227 2025-04-08 7.775 BBCA
## 228 2025-03-27 8.500 BBCA
## 229 2025-03-26 8.525 BBCA
## 230 2025-03-25 8.050 BBCA
## 231 2025-03-24 7.950 BBCA
## 232 2025-03-21 7.900 BBCA
## 233 2025-03-20 8.375 BBCA
## 234 2025-03-19 8.325 BBCA
## 235 2025-03-18 8.300 BBCA
## 236 2025-03-17 8.600 BBCA
## 237 2025-03-14 8.750 BBCA
## 238 2025-03-13 8.975 BBCA
## 239 2025-03-12 9.125 BBCA
## 240 2025-03-11 8.925 BBCA
## 241 2025-03-10 8.925 BBCA
## 242 2025-03-07 8.925 BBCA
## 243 2025-03-06 8.975 BBCA
## 244 2025-03-05 9.000 BBCA
## 245 2025-03-04 8.850 BBCA
## 246 2025-03-03 8.800 BBCA
## 247 2025-02-28 8.425 BBCA
## 248 2025-02-27 8.525 BBCA
## 249 2025-02-26 8.775 BBCA
## 250 2025-02-25 8.825 BBCA
## 251 2025-02-24 8.925 BBCA
## 252 2025-02-21 9.000 BBCA
## 253 2025-02-20 9.000 BBCA
## 254 2025-02-19 8.950 BBCA
## 255 2025-02-18 9.300 BBCA
## 256 2025-02-17 9.325 BBCA
## 257 2025-02-14 8.975 BBCA
## 258 2025-02-13 9.000 BBCA
## 259 2025-02-12 9.150 BBCA
## 260 2025-02-11 9.075 BBCA
## 261 2025-02-10 9.150 BBCA
## 262 2025-02-07 9.350 BBCA
## 263 2025-02-06 8.950 BBCA
## 264 2025-02-05 9.125 BBCA
## 265 2025-02-04 9.175 BBCA
## 266 2025-02-03 9.350 BBCA
## 267 2025-01-31 9.450 BBCA
## 268 2025-01-30 9.150 BBCA
## 269 2025-01-24 9.350 BBCA
## 270 2025-01-23 9.600 BBCA
## 271 2025-01-22 9.600 BBCA
## 272 2025-01-21 9.575 BBCA
## 273 2025-01-20 9.625 BBCA
## 274 2025-01-17 9.900 BBCA
## 275 2025-01-16 9.750 BBCA
## 276 2025-01-15 9.800 BBCA
## 277 2025-01-14 9.525 BBCA
## 278 2025-01-13 9.675 BBCA
## 279 2025-01-10 9.725 BBCA
## 280 2025-01-09 9.850 BBCA
## 281 2025-01-08 9.675 BBCA
## 282 2025-01-07 9.525 BBCA
## 283 2025-01-06 9.675 BBCA
## 284 2025-01-03 9.850 BBCA
## 285 2025-01-02 9.900 BBCA
## 286 2024-12-30 9.675 BBCA
## 287 2024-12-27 9.800 BBCA
## 288 2024-12-24 9.750 BBCA
## 289 2024-12-23 9.775 BBCA
## 290 2024-12-20 9.650 BBCA
## 291 2024-12-19 9.675 BBCA
## 292 2024-12-18 9.800 BBCA
## 293 2024-12-17 9.900 BBCA
## 294 2024-12-16 10.100 BBCA
## 295 2024-12-13 10.050 BBCA
## 296 2024-12-12 10.175 BBCA
## 297 2024-12-11 10.425 BBCA
## 298 2024-12-10 10.350 BBCA
## 299 2024-12-09 10.350 BBCA
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## 1338 2023-07-28 6.625 ASII
## 1339 2023-07-27 6.525 ASII
## 1340 2023-07-26 6.600 ASII
## 1341 2023-07-25 6.500 ASII
## 1342 2023-07-24 6.550 ASII
## 1343 2023-07-21 6.450 ASII
## 1344 2023-07-20 6.525 ASII
## 1345 2023-07-18 6.575 ASII
## 1346 2023-07-17 6.675 ASII
## 1347 2023-07-14 6.750 ASII
## 1348 2023-07-13 6.800 ASII
## 1349 2023-07-12 6.775 ASII
## 1350 2023-07-11 6.800 ASII
## 1351 2023-07-10 6.775 ASII
## 1352 2023-07-07 6.825 ASII
## 1353 2023-07-06 6.800 ASII
## 1354 2023-07-05 6.775 ASII
## 1355 2023-07-04 6.775 ASII
## 1356 2023-07-03 6.825 ASII
## 1357 2023-06-27 6.775 ASII
## 1358 2023-06-26 6.800 ASII
## 1359 2023-06-23 6.775 ASII
## 1360 2023-06-22 6.775 ASII
## 1361 2023-06-21 6.925 ASII
## 1362 2023-06-20 6.800 ASII
## 1363 2023-06-19 6.875 ASII
## 1364 2023-06-16 6.850 ASII
## 1365 2023-06-15 6.875 ASII
## 1366 2023-06-14 6.900 ASII
## 1367 2023-06-13 6.750 ASII
## 1368 2023-06-12 6.775 ASII
## 1369 2023-06-09 6.800 ASII
## 1370 2023-06-08 6.775 ASII
## 1371 2023-06-07 6.800 ASII
## 1372 2023-06-06 6.800 ASII
## 1373 2023-06-05 6.825 ASII
## 1374 2023-05-31 6.450 ASII
## 1375 2023-05-30 6.500 ASII
## 1376 2023-05-29 6.600 ASII
## 1377 2023-05-26 6.600 ASII
## 1378 2023-05-25 6.600 ASII
## 1379 2023-05-24 6.675 ASII
## 1380 2023-05-23 6.600 ASII
## 1381 2023-05-22 6.600 ASII
## 1382 2023-05-19 6.475 ASII
## 1383 2023-05-17 6.325 ASII
## 1384 2023-05-16 6.275 ASII
## 1385 2023-05-15 6.350 ASII
## 1386 2023-05-12 6.225 ASII
## 1387 2023-05-11 6.250 ASII
## 1388 2023-05-10 6.325 ASII
## 1389 2023-05-09 6.325 ASII
## 1390 2023-05-08 6.125 ASII
## 1391 2023-05-05 6.150 ASII
## 1392 2023-05-04 6.600 ASII
## 1393 2023-05-03 6.625 ASII
## 1394 2023-05-02 6.675 ASII
## 1395 2023-04-28 6.750 ASII
## 1396 2023-04-27 6.700 ASII
## 1397 2023-04-26 6.700 ASII
## 1398 2023-04-18 6.425 ASII
## 1399 2023-04-17 6.225 ASII
## 1400 2023-04-14 6.200 ASII
## 1401 2023-04-13 6.250 ASII
## 1402 2023-04-12 6.250 ASII
## 1403 2023-04-11 6.075 ASII
## 1404 2023-04-10 5.975 ASII
## 1405 2023-04-06 5.925 ASII
## 1406 2023-04-05 6.000 ASII
## 1407 2023-04-04 6.025 ASII
## 1408 2023-04-03 6.000 ASII
## 1409 2023-03-31 6.000 ASII
## 1410 2023-03-30 5.900 ASII
## 1411 2023-03-29 5.950 ASII
## 1412 2023-03-28 5.850 ASII
## 1413 2023-03-27 5.875 ASII
## 1414 2023-03-24 5.950 ASII
## 1415 2023-03-21 5.875 ASII
## 1416 2023-03-20 5.875 ASII
## 1417 2023-03-17 5.850 ASII
## 1418 2023-03-16 5.850 ASII
## 1419 2026-03-16 2.910 TLKM
## 1420 2026-03-13 2.970 TLKM
## 1421 2026-03-12 3.020 TLKM
## 1422 2026-03-11 3.000 TLKM
## 1423 2026-03-10 2.960 TLKM
## 1424 2026-03-09 3.100 TLKM
## 1425 2026-03-06 3.190 TLKM
## 1426 2026-03-05 3.260 TLKM
## 1427 2026-03-04 3.200 TLKM
## 1428 2026-03-03 3.450 TLKM
## 1429 2026-03-02 3.450 TLKM
## 1430 2026-02-27 3.540 TLKM
## 1431 2026-02-26 3.650 TLKM
## 1432 2026-02-25 3.600 TLKM
## 1433 2026-02-24 3.580 TLKM
## 1434 2026-02-23 3.550 TLKM
## 1435 2026-02-20 3.480 TLKM
## 1436 2026-02-19 3.480 TLKM
## 1437 2026-02-18 3.490 TLKM
## 1438 2026-02-13 3.450 TLKM
## 1439 2026-02-12 3.560 TLKM
## 1440 2026-02-11 3.530 TLKM
## 1441 2026-02-10 3.400 TLKM
## 1442 2026-02-09 3.350 TLKM
## 1443 2026-02-06 3.380 TLKM
## 1444 2026-02-05 3.290 TLKM
## 1445 2026-02-04 3.330 TLKM
## 1446 2026-02-03 3.450 TLKM
## 1447 2026-02-02 3.500 TLKM
## 1448 2026-01-30 3.600 TLKM
## 1449 2026-01-29 3.450 TLKM
## 1450 2026-01-28 3.470 TLKM
## 1451 2026-01-27 3.940 TLKM
## 1452 2026-01-26 3.850 TLKM
## 1453 2026-01-23 3.770 TLKM
## 1454 2026-01-22 3.740 TLKM
## 1455 2026-01-21 3.600 TLKM
## 1456 2026-01-20 3.600 TLKM
## 1457 2026-01-19 3.620 TLKM
## 1458 2026-01-15 3.660 TLKM
## 1459 2026-01-14 3.650 TLKM
## 1460 2026-01-13 3.620 TLKM
## 1461 2026-01-12 3.520 TLKM
## 1462 2026-01-09 3.450 TLKM
## 1463 2026-01-08 3.530 TLKM
## 1464 2026-01-07 3.540 TLKM
## 1465 2026-01-06 3.520 TLKM
## 1466 2026-01-05 3.580 TLKM
## 1467 2026-01-02 3.470 TLKM
## 1468 2025-12-30 3.480 TLKM
## 1469 2025-12-29 3.490 TLKM
## 1470 2025-12-24 3.460 TLKM
## 1471 2025-12-23 3.470 TLKM
## 1472 2025-12-22 3.470 TLKM
## 1473 2025-12-19 3.410 TLKM
## 1474 2025-12-18 3.460 TLKM
## 1475 2025-12-17 3.500 TLKM
## 1476 2025-12-16 3.520 TLKM
## 1477 2025-12-15 3.470 TLKM
## 1478 2025-12-12 3.550 TLKM
## 1479 2025-12-11 3.570 TLKM
## 1480 2025-12-10 3.640 TLKM
## 1481 2025-12-09 3.570 TLKM
## 1482 2025-12-08 3.630 TLKM
## 1483 2025-12-05 3.700 TLKM
## 1484 2025-12-04 3.630 TLKM
## 1485 2025-12-03 3.580 TLKM
## 1486 2025-12-02 3.560 TLKM
## 1487 2025-12-01 3.650 TLKM
## 1488 2025-11-28 3.510 TLKM
## 1489 2025-11-27 3.570 TLKM
## 1490 2025-11-26 3.720 TLKM
## 1491 2025-11-25 3.650 TLKM
## 1492 2025-11-24 3.700 TLKM
## 1493 2025-11-21 3.500 TLKM
## 1494 2025-11-20 3.640 TLKM
## 1495 2025-11-19 3.650 TLKM
## 1496 2025-11-18 3.620 TLKM
## 1497 2025-11-17 3.610 TLKM
## 1498 2025-11-14 3.550 TLKM
## 1499 2025-11-13 3.500 TLKM
## 1500 2025-11-12 3.560 TLKM
## 1501 2025-11-11 3.520 TLKM
## 1502 2025-11-10 3.440 TLKM
## 1503 2025-11-07 3.470 TLKM
## 1504 2025-11-06 3.480 TLKM
## 1505 2025-11-05 3.540 TLKM
## 1506 2025-11-04 3.500 TLKM
## 1507 2025-11-03 3.350 TLKM
## 1508 2025-10-31 3.210 TLKM
## 1509 2025-10-30 3.250 TLKM
## 1510 2025-10-29 3.290 TLKM
## 1511 2025-10-28 3.400 TLKM
## 1512 2025-10-27 3.330 TLKM
## 1513 2025-10-24 3.290 TLKM
## 1514 2025-10-23 3.360 TLKM
## 1515 2025-10-22 3.150 TLKM
## 1516 2025-10-21 3.280 TLKM
## 1517 2025-10-20 2.940 TLKM
## 1518 2025-10-17 2.880 TLKM
## 1519 2025-10-16 2.950 TLKM
## 1520 2025-10-15 3.080 TLKM
## 1521 2025-10-14 2.960 TLKM
## 1522 2025-10-13 3.020 TLKM
## 1523 2025-10-10 3.040 TLKM
## 1524 2025-10-09 3.010 TLKM
## 1525 2025-10-08 2.990 TLKM
## 1526 2025-10-07 3.010 TLKM
## 1527 2025-10-06 3.010 TLKM
## 1528 2025-10-03 3.070 TLKM
## 1529 2025-10-02 3.130 TLKM
## 1530 2025-10-01 3.060 TLKM
## 1531 2025-09-30 3.060 TLKM
## 1532 2025-09-29 3.080 TLKM
## 1533 2025-09-26 3.110 TLKM
## 1534 2025-09-25 3.120 TLKM
## 1535 2025-09-24 3.160 TLKM
## 1536 2025-09-23 3.190 TLKM
## 1537 2025-09-22 3.220 TLKM
## 1538 2025-09-19 3.230 TLKM
## 1539 2025-09-18 3.250 TLKM
## 1540 2025-09-17 3.340 TLKM
## 1541 2025-09-16 3.300 TLKM
## 1542 2025-09-15 3.260 TLKM
## 1543 2025-09-12 3.100 TLKM
## 1544 2025-09-11 3.080 TLKM
## 1545 2025-09-10 3.150 TLKM
## 1546 2025-09-09 3.050 TLKM
## 1547 2025-09-08 3.090 TLKM
## 1548 2025-09-04 3.150 TLKM
## 1549 2025-09-03 3.110 TLKM
## 1550 2025-09-02 3.070 TLKM
## 1551 2025-09-01 3.110 TLKM
## 1552 2025-08-29 3.130 TLKM
## 1553 2025-08-28 3.180 TLKM
## 1554 2025-08-27 3.170 TLKM
## 1555 2025-08-26 3.260 TLKM
## 1556 2025-08-25 3.310 TLKM
## 1557 2025-08-22 3.240 TLKM
## 1558 2025-08-21 3.250 TLKM
## 1559 2025-08-20 3.220 TLKM
## 1560 2025-08-19 3.250 TLKM
## 1561 2025-08-15 3.310 TLKM
## 1562 2025-08-14 3.420 TLKM
## 1563 2025-08-13 3.360 TLKM
## 1564 2025-08-12 3.180 TLKM
## 1565 2025-08-11 2.990 TLKM
## 1566 2025-08-08 2.940 TLKM
## 1567 2025-08-07 2.950 TLKM
## 1568 2025-08-06 2.990 TLKM
## 1569 2025-08-05 3.030 TLKM
## 1570 2025-08-04 3.030 TLKM
## 1571 2025-08-01 2.980 TLKM
## 1572 2025-07-31 2.880 TLKM
## 1573 2025-07-30 2.880 TLKM
## 1574 2025-07-29 2.880 TLKM
## 1575 2025-07-28 2.860 TLKM
## 1576 2025-07-25 2.820 TLKM
## 1577 2025-07-24 2.840 TLKM
## 1578 2025-07-23 2.850 TLKM
## 1579 2025-07-22 2.850 TLKM
## 1580 2025-07-21 2.800 TLKM
## 1581 2025-07-18 2.770 TLKM
## 1582 2025-07-17 2.770 TLKM
## 1583 2025-07-16 2.650 TLKM
## 1584 2025-07-15 2.640 TLKM
## 1585 2025-07-14 2.690 TLKM
## 1586 2025-07-11 2.730 TLKM
## 1587 2025-07-10 2.690 TLKM
## 1588 2025-07-09 2.670 TLKM
## 1589 2025-07-08 2.650 TLKM
## 1590 2025-07-07 2.700 TLKM
## 1591 2025-07-04 2.630 TLKM
## 1592 2025-07-03 2.710 TLKM
## 1593 2025-07-02 2.780 TLKM
## 1594 2025-07-01 2.810 TLKM
## 1595 2025-06-30 2.780 TLKM
## 1596 2025-06-26 2.710 TLKM
## 1597 2025-06-25 2.620 TLKM
## 1598 2025-06-24 2.590 TLKM
## 1599 2025-06-23 2.580 TLKM
## 1600 2025-06-20 2.640 TLKM
## 1601 2025-06-19 2.690 TLKM
## 1602 2025-06-18 2.770 TLKM
## 1603 2025-06-17 2.760 TLKM
## 1604 2025-06-16 2.740 TLKM
## 1605 2025-06-13 2.740 TLKM
## 1606 2025-06-12 2.780 TLKM
## 1607 2025-06-11 2.800 TLKM
## 1608 2025-06-10 2.910 TLKM
## 1609 2025-06-05 2.840 TLKM
## 1610 2025-06-04 2.820 TLKM
## 1611 2025-06-03 2.800 TLKM
## 1612 2025-06-02 2.780 TLKM
## 1613 2025-05-28 2.820 TLKM
## 1614 2025-05-27 2.830 TLKM
## 1615 2025-05-26 2.800 TLKM
## 1616 2025-05-23 2.690 TLKM
## 1617 2025-05-22 2.800 TLKM
## 1618 2025-05-21 2.750 TLKM
## 1619 2025-05-20 2.740 TLKM
## 1620 2025-05-19 2.820 TLKM
## 1621 2025-05-16 2.740 TLKM
## 1622 2025-05-15 2.660 TLKM
## 1623 2025-05-14 2.590 TLKM
## 1624 2025-05-09 2.600 TLKM
## 1625 2025-05-08 2.570 TLKM
## 1626 2025-05-07 2.620 TLKM
## 1627 2025-05-06 2.680 TLKM
## 1628 2025-05-05 2.700 TLKM
## 1629 2025-05-02 2.680 TLKM
## 1630 2025-04-30 2.640 TLKM
## 1631 2025-04-29 2.590 TLKM
## 1632 2025-04-28 2.560 TLKM
## 1633 2025-04-25 2.600 TLKM
## 1634 2025-04-24 2.630 TLKM
## 1635 2025-04-23 2.630 TLKM
## 1636 2025-04-22 2.550 TLKM
## 1637 2025-04-21 2.570 TLKM
## 1638 2025-04-17 2.550 TLKM
## 1639 2025-04-16 2.480 TLKM
## 1640 2025-04-15 2.450 TLKM
## 1641 2025-04-14 2.430 TLKM
## 1642 2025-04-11 2.330 TLKM
## 1643 2025-04-10 2.350 TLKM
## 1644 2025-04-09 2.320 TLKM
## 1645 2025-04-08 2.290 TLKM
## 1646 2025-03-27 2.410 TLKM
## 1647 2025-03-26 2.440 TLKM
## 1648 2025-03-25 2.340 TLKM
## 1649 2025-03-24 2.330 TLKM
## 1650 2025-03-21 2.310 TLKM
## 1651 2025-03-20 2.390 TLKM
## 1652 2025-03-19 2.430 TLKM
## 1653 2025-03-18 2.420 TLKM
## 1654 2025-03-17 2.420 TLKM
## 1655 2025-03-14 2.420 TLKM
## 1656 2025-03-13 2.430 TLKM
## 1657 2025-03-12 2.450 TLKM
## 1658 2025-03-11 2.370 TLKM
## 1659 2025-03-10 2.390 TLKM
## 1660 2025-03-07 2.410 TLKM
## 1661 2025-03-06 2.400 TLKM
## 1662 2025-03-05 2.450 TLKM
## 1663 2025-03-04 2.380 TLKM
## 1664 2025-03-03 2.400 TLKM
## 1665 2025-02-28 2.350 TLKM
## 1666 2025-02-27 2.490 TLKM
## 1667 2025-02-26 2.520 TLKM
## 1668 2025-02-25 2.460 TLKM
## 1669 2025-02-24 2.600 TLKM
## 1670 2025-02-21 2.650 TLKM
## 1671 2025-02-20 2.670 TLKM
## 1672 2025-02-19 2.670 TLKM
## 1673 2025-02-18 2.680 TLKM
## 1674 2025-02-17 2.650 TLKM
## 1675 2025-02-14 2.530 TLKM
## 1676 2025-02-13 2.420 TLKM
## 1677 2025-02-12 2.480 TLKM
## 1678 2025-02-11 2.320 TLKM
## 1679 2025-02-10 2.440 TLKM
## 1680 2025-02-07 2.590 TLKM
## 1681 2025-02-06 2.560 TLKM
## 1682 2025-02-05 2.620 TLKM
## 1683 2025-02-04 2.640 TLKM
## 1684 2025-02-03 2.630 TLKM
## 1685 2025-01-31 2.660 TLKM
## 1686 2025-01-30 2.640 TLKM
## 1687 2025-01-24 2.690 TLKM
## 1688 2025-01-23 2.710 TLKM
## 1689 2025-01-22 2.730 TLKM
## 1690 2025-01-21 2.630 TLKM
## 1691 2025-01-20 2.610 TLKM
## 1692 2025-01-17 2.660 TLKM
## 1693 2025-01-16 2.590 TLKM
## 1694 2025-01-15 2.630 TLKM
## 1695 2025-01-14 2.620 TLKM
## 1696 2025-01-13 2.670 TLKM
## 1697 2025-01-10 2.680 TLKM
## 1698 2025-01-09 2.620 TLKM
## 1699 2025-01-08 2.650 TLKM
## 1700 2025-01-07 2.570 TLKM
## 1701 2025-01-06 2.690 TLKM
## 1702 2025-01-03 2.750 TLKM
## 1703 2025-01-02 2.700 TLKM
## 1704 2024-12-30 2.710 TLKM
## 1705 2024-12-27 2.750 TLKM
## 1706 2024-12-24 2.740 TLKM
## 1707 2024-12-23 2.650 TLKM
## 1708 2024-12-20 2.550 TLKM
## 1709 2024-12-19 2.530 TLKM
## 1710 2024-12-18 2.570 TLKM
## 1711 2024-12-17 2.620 TLKM
## 1712 2024-12-16 2.660 TLKM
## 1713 2024-12-13 2.790 TLKM
## 1714 2024-12-12 2.820 TLKM
## 1715 2024-12-11 2.860 TLKM
## 1716 2024-12-10 2.770 TLKM
## 1717 2024-12-09 2.740 TLKM
## 1718 2024-12-06 2.760 TLKM
## 1719 2024-12-05 2.770 TLKM
## 1720 2024-12-04 2.840 TLKM
## 1721 2024-12-03 2.820 TLKM
## 1722 2024-12-02 2.680 TLKM
## 1723 2024-11-29 2.710 TLKM
## 1724 2024-11-28 2.720 TLKM
## 1725 2024-11-26 2.710 TLKM
## 1726 2024-11-25 2.740 TLKM
## 1727 2024-11-22 2.750 TLKM
## 1728 2024-11-21 2.770 TLKM
## 1729 2024-11-20 2.680 TLKM
## 1730 2024-11-19 2.780 TLKM
## 1731 2024-11-18 2.590 TLKM
## 1732 2024-11-15 2.540 TLKM
## 1733 2024-11-14 2.530 TLKM
## 1734 2024-11-13 2.580 TLKM
## 1735 2024-11-12 2.600 TLKM
## 1736 2024-11-11 2.690 TLKM
## 1737 2024-11-08 2.750 TLKM
## 1738 2024-11-07 2.760 TLKM
## 1739 2024-11-06 2.740 TLKM
## 1740 2024-11-05 2.770 TLKM
## 1741 2024-11-04 2.800 TLKM
## 1742 2024-11-01 2.780 TLKM
## 1743 2024-10-31 2.820 TLKM
## 1744 2024-10-30 2.900 TLKM
## 1745 2024-10-29 2.900 TLKM
## 1746 2024-10-28 2.920 TLKM
## 1747 2024-10-25 2.910 TLKM
## 1748 2024-10-24 2.900 TLKM
## 1749 2024-10-23 2.940 TLKM
## 1750 2024-10-22 3.010 TLKM
## 1751 2024-10-21 3.100 TLKM
## 1752 2024-10-18 3.100 TLKM
## 1753 2024-10-17 3.040 TLKM
## 1754 2024-10-16 3.000 TLKM
## 1755 2024-10-15 2.940 TLKM
## 1756 2024-10-14 2.900 TLKM
## 1757 2024-10-11 2.940 TLKM
## 1758 2024-10-10 2.950 TLKM
## 1759 2024-10-09 2.960 TLKM
## 1760 2024-10-08 2.990 TLKM
## 1761 2024-10-07 2.900 TLKM
## 1762 2024-10-04 2.880 TLKM
## 1763 2024-10-03 2.890 TLKM
## 1764 2024-10-02 2.920 TLKM
## 1765 2024-10-01 3.020 TLKM
## 1766 2024-09-30 2.990 TLKM
## 1767 2024-09-27 3.050 TLKM
## 1768 2024-09-26 3.170 TLKM
## 1769 2024-09-25 3.190 TLKM
## 1770 2024-09-24 3.160 TLKM
## 1771 2024-09-23 3.170 TLKM
## 1772 2024-09-20 3.150 TLKM
## 1773 2024-09-19 3.140 TLKM
## 1774 2024-09-18 3.120 TLKM
## 1775 2024-09-17 3.090 TLKM
## 1776 2024-09-13 3.110 TLKM
## 1777 2024-09-12 3.050 TLKM
## 1778 2024-09-11 3.040 TLKM
## 1779 2024-09-10 3.030 TLKM
## 1780 2024-09-09 3.030 TLKM
## 1781 2024-09-06 3.040 TLKM
## 1782 2024-09-05 3.020 TLKM
## 1783 2024-09-04 3.080 TLKM
## 1784 2024-09-03 3.080 TLKM
## 1785 2024-09-02 3.140 TLKM
## 1786 2024-08-30 3.060 TLKM
## 1787 2024-08-29 3.030 TLKM
## 1788 2024-08-28 2.980 TLKM
## 1789 2024-08-27 2.990 TLKM
## 1790 2024-08-26 2.980 TLKM
## 1791 2024-08-23 2.950 TLKM
## 1792 2024-08-22 2.920 TLKM
## 1793 2024-08-21 2.970 TLKM
## 1794 2024-08-20 2.980 TLKM
## 1795 2024-08-19 2.930 TLKM
## 1796 2024-08-16 2.960 TLKM
## 1797 2024-08-15 2.870 TLKM
## 1798 2024-08-14 2.860 TLKM
## 1799 2024-08-13 2.850 TLKM
## 1800 2024-08-12 2.870 TLKM
## 1801 2024-08-09 2.830 TLKM
## 1802 2024-08-08 2.850 TLKM
## 1803 2024-08-07 2.820 TLKM
## 1804 2024-08-06 2.790 TLKM
## 1805 2024-08-05 2.790 TLKM
## 1806 2024-08-02 2.850 TLKM
## 1807 2024-08-01 2.880 TLKM
## 1808 2024-07-31 2.880 TLKM
## 1809 2024-07-30 2.880 TLKM
## 1810 2024-07-29 3.050 TLKM
## 1811 2024-07-26 3.100 TLKM
## 1812 2024-07-25 3.090 TLKM
## 1813 2024-07-24 3.060 TLKM
## 1814 2024-07-23 3.160 TLKM
## 1815 2024-07-22 3.100 TLKM
## 1816 2024-07-19 3.140 TLKM
## 1817 2024-07-18 3.210 TLKM
## 1818 2024-07-17 3.250 TLKM
## 1819 2024-07-16 3.100 TLKM
## 1820 2024-07-15 3.160 TLKM
## 1821 2024-07-12 3.220 TLKM
## 1822 2024-07-11 3.180 TLKM
## 1823 2024-07-10 3.160 TLKM
## 1824 2024-07-09 3.080 TLKM
## 1825 2024-07-08 3.080 TLKM
## 1826 2024-07-05 3.020 TLKM
## 1827 2024-07-04 2.960 TLKM
## 1828 2024-07-03 3.030 TLKM
## 1829 2024-07-02 3.040 TLKM
## 1830 2024-07-01 3.090 TLKM
## 1831 2024-06-28 3.130 TLKM
## 1832 2024-06-27 3.030 TLKM
## 1833 2024-06-26 3.000 TLKM
## 1834 2024-06-25 2.990 TLKM
## 1835 2024-06-24 2.950 TLKM
## 1836 2024-06-21 2.950 TLKM
## 1837 2024-06-20 2.840 TLKM
## 1838 2024-06-19 2.830 TLKM
## 1839 2024-06-14 2.720 TLKM
## 1840 2024-06-13 2.840 TLKM
## 1841 2024-06-12 2.920 TLKM
## 1842 2024-06-11 2.880 TLKM
## 1843 2024-06-10 3.010 TLKM
## 1844 2024-06-07 3.050 TLKM
## 1845 2024-06-06 3.050 TLKM
## 1846 2024-06-05 3.060 TLKM
## 1847 2024-06-04 3.000 TLKM
## 1848 2024-06-03 2.930 TLKM
## 1849 2024-05-31 2.900 TLKM
## 1850 2024-05-30 2.810 TLKM
## 1851 2024-05-29 2.810 TLKM
## 1852 2024-05-28 2.860 TLKM
## 1853 2024-05-27 2.810 TLKM
## 1854 2024-05-22 2.940 TLKM
## 1855 2024-05-21 2.950 TLKM
## 1856 2024-05-20 2.990 TLKM
## 1857 2024-05-17 2.990 TLKM
## 1858 2024-05-16 3.010 TLKM
## 1859 2024-05-15 3.100 TLKM
## 1860 2024-05-14 3.120 TLKM
## 1861 2024-05-13 3.090 TLKM
## 1862 2024-05-08 3.080 TLKM
## 1863 2024-05-07 3.090 TLKM
## 1864 2024-05-06 3.050 TLKM
## 1865 2024-05-03 3.160 TLKM
## 1866 2024-05-02 3.120 TLKM
## 1867 2024-04-30 3.170 TLKM
## 1868 2024-04-29 3.080 TLKM
## 1869 2024-04-26 3.030 TLKM
## 1870 2024-04-25 3.040 TLKM
## 1871 2024-04-24 3.040 TLKM
## 1872 2024-04-23 3.100 TLKM
## 1873 2024-04-22 3.170 TLKM
## 1874 2024-04-19 3.150 TLKM
## 1875 2024-04-18 3.250 TLKM
## 1876 2024-04-17 3.200 TLKM
## 1877 2024-04-16 3.220 TLKM
## 1878 2024-04-05 3.430 TLKM
## 1879 2024-04-04 3.450 TLKM
## 1880 2024-04-03 3.420 TLKM
## 1881 2024-04-02 3.490 TLKM
## 1882 2024-04-01 3.510 TLKM
## 1883 2024-03-28 3.470 TLKM
## 1884 2024-03-27 3.490 TLKM
## 1885 2024-03-26 3.620 TLKM
## 1886 2024-03-25 3.730 TLKM
## 1887 2024-03-22 3.900 TLKM
## 1888 2024-03-21 3.890 TLKM
## 1889 2024-03-20 3.930 TLKM
## 1890 2024-03-19 3.940 TLKM
## 1891 2024-03-18 3.920 TLKM
## 1892 2024-03-15 3.970 TLKM
## 1893 2024-03-14 3.960 TLKM
## 1894 2024-03-13 3.900 TLKM
## 1895 2024-03-08 3.860 TLKM
## 1896 2024-03-07 3.900 TLKM
## 1897 2024-03-06 3.900 TLKM
## 1898 2024-03-05 3.870 TLKM
## 1899 2024-03-04 3.940 TLKM
## 1900 2024-03-01 3.920 TLKM
## 1901 2024-02-29 4.000 TLKM
## 1902 2024-02-28 3.990 TLKM
## 1903 2024-02-27 3.990 TLKM
## 1904 2024-02-26 4.090 TLKM
## 1905 2024-02-23 4.100 TLKM
## 1906 2024-02-22 4.090 TLKM
## 1907 2024-02-21 4.180 TLKM
## 1908 2024-02-20 4.210 TLKM
## 1909 2024-02-19 4.160 TLKM
## 1910 2024-02-16 4.160 TLKM
## 1911 2024-02-15 4.030 TLKM
## 1912 2024-02-13 3.980 TLKM
## 1913 2024-02-12 4.000 TLKM
## 1914 2024-02-07 3.980 TLKM
## 1915 2024-02-06 3.980 TLKM
## 1916 2024-02-05 3.980 TLKM
## 1917 2024-02-02 3.990 TLKM
## 1918 2024-02-01 4.040 TLKM
## 1919 2024-01-31 3.960 TLKM
## 1920 2024-01-30 4.000 TLKM
## 1921 2024-01-29 4.010 TLKM
## 1922 2024-01-26 3.980 TLKM
## 1923 2024-01-25 3.980 TLKM
## 1924 2024-01-24 3.970 TLKM
## 1925 2024-01-23 3.950 TLKM
## 1926 2024-01-22 3.980 TLKM
## 1927 2024-01-19 3.940 TLKM
## 1928 2024-01-18 3.950 TLKM
## 1929 2024-01-17 3.990 TLKM
## 1930 2024-01-16 4.010 TLKM
## 1931 2024-01-15 4.000 TLKM
## 1932 2024-01-12 4.010 TLKM
## 1933 2024-01-11 3.990 TLKM
## 1934 2024-01-10 4.000 TLKM
## 1935 2024-01-09 3.960 TLKM
## 1936 2024-01-08 3.890 TLKM
## 1937 2024-01-05 3.890 TLKM
## 1938 2024-01-04 3.970 TLKM
## 1939 2024-01-03 3.960 TLKM
## 1940 2024-01-02 3.990 TLKM
## 1941 2023-12-29 3.950 TLKM
## 1942 2023-12-28 3.960 TLKM
## 1943 2023-12-27 3.940 TLKM
## 1944 2023-12-22 3.960 TLKM
## 1945 2023-12-21 3.950 TLKM
## 1946 2023-12-20 3.960 TLKM
## 1947 2023-12-19 3.970 TLKM
## 1948 2023-12-18 3.970 TLKM
## 1949 2023-12-15 3.980 TLKM
## 1950 2023-12-14 3.940 TLKM
## 1951 2023-12-13 3.920 TLKM
## 1952 2023-12-12 3.910 TLKM
## 1953 2023-12-11 3.980 TLKM
## 1954 2023-12-08 3.940 TLKM
## 1955 2023-12-07 3.910 TLKM
## 1956 2023-12-06 3.920 TLKM
## 1957 2023-12-05 3.850 TLKM
## 1958 2023-12-04 3.810 TLKM
## 1959 2023-12-01 3.830 TLKM
## 1960 2023-11-30 3.760 TLKM
## 1961 2023-11-29 3.720 TLKM
## 1962 2023-11-28 3.770 TLKM
## 1963 2023-11-27 3.680 TLKM
## 1964 2023-11-24 3.620 TLKM
## 1965 2023-11-23 3.600 TLKM
## 1966 2023-11-22 3.610 TLKM
## 1967 2023-11-21 3.620 TLKM
## 1968 2023-11-20 3.590 TLKM
## 1969 2023-11-17 3.550 TLKM
## 1970 2023-11-16 3.540 TLKM
## 1971 2023-11-15 3.550 TLKM
## 1972 2023-11-14 3.500 TLKM
## 1973 2023-11-13 3.520 TLKM
## 1974 2023-11-10 3.550 TLKM
## 1975 2023-11-09 3.530 TLKM
## 1976 2023-11-08 3.520 TLKM
## 1977 2023-11-07 3.570 TLKM
## 1978 2023-11-06 3.650 TLKM
## 1979 2023-11-03 3.570 TLKM
## 1980 2023-11-02 3.620 TLKM
## 1981 2023-11-01 3.620 TLKM
## 1982 2023-10-31 3.490 TLKM
## 1983 2023-10-30 3.420 TLKM
## 1984 2023-10-27 3.500 TLKM
## 1985 2023-10-26 3.480 TLKM
## 1986 2023-10-25 3.600 TLKM
## 1987 2023-10-24 3.650 TLKM
## 1988 2023-10-23 3.610 TLKM
## 1989 2023-10-20 3.700 TLKM
## 1990 2023-10-19 3.730 TLKM
## 1991 2023-10-18 3.750 TLKM
## 1992 2023-10-17 3.790 TLKM
## 1993 2023-10-16 3.760 TLKM
## 1994 2023-10-13 3.850 TLKM
## 1995 2023-10-12 3.830 TLKM
## 1996 2023-10-11 3.780 TLKM
## 1997 2023-10-10 3.810 TLKM
## 1998 2023-10-09 3.760 TLKM
## 1999 2023-10-06 3.780 TLKM
## 2000 2023-10-05 3.720 TLKM
## 2001 2023-10-04 3.780 TLKM
## 2002 2023-10-03 3.770 TLKM
## 2003 2023-10-02 3.750 TLKM
## 2004 2023-09-29 3.750 TLKM
## 2005 2023-09-27 3.720 TLKM
## 2006 2023-09-26 3.760 TLKM
## 2007 2023-09-25 3.770 TLKM
## 2008 2023-09-22 3.860 TLKM
## 2009 2023-09-21 3.810 TLKM
## 2010 2023-09-20 3.810 TLKM
## 2011 2023-09-19 3.730 TLKM
## 2012 2023-09-18 3.680 TLKM
## 2013 2023-09-15 3.720 TLKM
## 2014 2023-09-14 3.680 TLKM
## 2015 2023-09-13 3.710 TLKM
## 2016 2023-09-12 3.710 TLKM
## 2017 2023-09-11 3.700 TLKM
## 2018 2023-09-08 3.690 TLKM
## 2019 2023-09-07 3.760 TLKM
## 2020 2023-09-06 3.790 TLKM
## 2021 2023-09-05 3.740 TLKM
## 2022 2023-09-04 3.730 TLKM
## 2023 2023-09-01 3.720 TLKM
## 2024 2023-08-31 3.730 TLKM
## 2025 2023-08-30 3.810 TLKM
## 2026 2023-08-29 3.720 TLKM
## 2027 2023-08-28 3.700 TLKM
## 2028 2023-08-25 3.720 TLKM
## 2029 2023-08-24 3.720 TLKM
## 2030 2023-08-23 3.740 TLKM
## 2031 2023-08-22 3.750 TLKM
## 2032 2023-08-21 3.740 TLKM
## 2033 2023-08-18 3.760 TLKM
## 2034 2023-08-16 3.830 TLKM
## 2035 2023-08-15 3.820 TLKM
## 2036 2023-08-14 3.830 TLKM
## 2037 2023-08-11 3.810 TLKM
## 2038 2023-08-10 3.800 TLKM
## 2039 2023-08-09 3.770 TLKM
## 2040 2023-08-08 3.730 TLKM
## 2041 2023-08-07 3.680 TLKM
## 2042 2023-08-04 3.690 TLKM
## 2043 2023-08-03 3.720 TLKM
## 2044 2023-08-02 3.690 TLKM
## 2045 2023-08-01 3.750 TLKM
## 2046 2023-07-31 3.720 TLKM
## 2047 2023-07-28 3.720 TLKM
## 2048 2023-07-27 3.720 TLKM
## 2049 2023-07-26 3.880 TLKM
## 2050 2023-07-25 3.880 TLKM
## 2051 2023-07-24 3.900 TLKM
## 2052 2023-07-21 3.860 TLKM
## 2053 2023-07-20 3.850 TLKM
## 2054 2023-07-18 3.850 TLKM
## 2055 2023-07-17 3.910 TLKM
## 2056 2023-07-14 3.930 TLKM
## 2057 2023-07-13 3.920 TLKM
## 2058 2023-07-12 3.980 TLKM
## 2059 2023-07-11 3.980 TLKM
## 2060 2023-07-10 3.950 TLKM
## 2061 2023-07-07 3.960 TLKM
## 2062 2023-07-06 3.960 TLKM
## 2063 2023-07-05 3.980 TLKM
## 2064 2023-07-04 3.970 TLKM
## 2065 2023-07-03 4.000 TLKM
## 2066 2023-06-27 4.000 TLKM
## 2067 2023-06-26 3.990 TLKM
## 2068 2023-06-23 3.950 TLKM
## 2069 2023-06-22 3.940 TLKM
## 2070 2023-06-21 3.980 TLKM
## 2071 2023-06-20 3.990 TLKM
## 2072 2023-06-19 3.960 TLKM
## 2073 2023-06-16 3.970 TLKM
## 2074 2023-06-15 4.020 TLKM
## 2075 2023-06-14 4.000 TLKM
## 2076 2023-06-13 4.030 TLKM
## 2077 2023-06-12 4.050 TLKM
## 2078 2023-06-09 4.150 TLKM
## 2079 2023-06-08 4.170 TLKM
## 2080 2023-06-07 4.150 TLKM
## 2081 2023-06-06 4.090 TLKM
## 2082 2023-06-05 4.080 TLKM
## 2083 2023-05-31 4.040 TLKM
## 2084 2023-05-30 4.120 TLKM
## 2085 2023-05-29 4.200 TLKM
## 2086 2023-05-26 4.130 TLKM
## 2087 2023-05-25 4.120 TLKM
## 2088 2023-05-24 4.160 TLKM
## 2089 2023-05-23 4.040 TLKM
## 2090 2023-05-22 4.040 TLKM
## 2091 2023-05-19 4.020 TLKM
## 2092 2023-05-17 3.990 TLKM
## 2093 2023-05-16 3.980 TLKM
## 2094 2023-05-15 3.980 TLKM
## 2095 2023-05-12 3.980 TLKM
## 2096 2023-05-11 4.090 TLKM
## 2097 2023-05-10 4.130 TLKM
## 2098 2023-05-09 4.070 TLKM
## 2099 2023-05-08 4.060 TLKM
## 2100 2023-05-05 4.170 TLKM
## 2101 2023-05-04 4.150 TLKM
## 2102 2023-05-03 4.150 TLKM
## 2103 2023-05-02 4.190 TLKM
## 2104 2023-04-28 4.250 TLKM
## 2105 2023-04-27 4.320 TLKM
## 2106 2023-04-26 4.400 TLKM
## 2107 2023-04-18 4.270 TLKM
## 2108 2023-04-17 4.270 TLKM
## 2109 2023-04-14 4.340 TLKM
## 2110 2023-04-13 4.340 TLKM
## 2111 2023-04-12 4.310 TLKM
## 2112 2023-04-11 4.300 TLKM
## 2113 2023-04-10 4.300 TLKM
## 2114 2023-04-06 4.250 TLKM
## 2115 2023-04-05 4.150 TLKM
## 2116 2023-04-04 4.060 TLKM
## 2117 2023-04-03 4.080 TLKM
## 2118 2023-03-31 4.060 TLKM
## 2119 2023-03-30 4.090 TLKM
## 2120 2023-03-29 4.100 TLKM
## 2121 2023-03-28 4.050 TLKM
## 2122 2023-03-27 4.050 TLKM
## 2123 2023-03-24 4.070 TLKM
## 2124 2023-03-21 4.120 TLKM
## 2125 2023-03-20 3.990 TLKM
## 2126 2023-03-17 4.050 TLKM
## 2127 2023-03-16 4.050 TLKM#Membuat Multiple Data Series
#Membandingkan Harga Tiap Saham
ggplot(allstocks, aes(x = Time, y = Price, color = Series)) +
ylab("Price (Ribu Rupiah)") +
ggtitle("Perbandingan Harga Saham ASII, BBCA, dan TLKM (3/16/2023 - 3/16/2026)") +
geom_line(size = 1) +
geom_vline(xintercept = as.Date(c("2024-01-01","2025-01-01","2026-01-01")),
linetype = 2, color = "red") +
theme_minimal() +
theme(legend.position = "bottom")## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once per session.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
Output diatas dapat kita simpulkan bahwa saham ASII & TLKM memiliki
pola pertumbuhan yang serupa, contohnya pada awal tahun 2025 sampai awal
tahun 2026, kedua saham ini sama-sama meningkat untuk harganya.
Sebaliknya saham BBCA pada awal tahun 2025 sampai awal tahun 2026
terjadi penurunan harga.
#Membandingkan Harga Tiap Saham Dengan Boxplot
ggplot(allstocks, aes(x = Series, y = Price, fill = Series)) +
geom_boxplot() +
labs(
title = "Perbandingan Distribusi Harga Saham",
x = "Saham",
y = "Price (Ribu Rupiah)"
) +
theme_minimal() +
theme(legend.position = "none")
Output diatas dapat kita simpulkan bahwa TLKM adalah saham termurah
dibandingkan dengan ASII dan BBCA dengan distribusi harga tertinggi.