data
library(tidyverse)
mpg
## # A tibble: 234 × 11
## manufacturer model displ year cyl trans drv cty hwy fl class
## <chr> <chr> <dbl> <int> <int> <chr> <chr> <int> <int> <chr> <chr>
## 1 audi a4 1.8 1999 4 auto… f 18 29 p comp…
## 2 audi a4 1.8 1999 4 manu… f 21 29 p comp…
## 3 audi a4 2 2008 4 manu… f 20 31 p comp…
## 4 audi a4 2 2008 4 auto… f 21 30 p comp…
## 5 audi a4 2.8 1999 6 auto… f 16 26 p comp…
## 6 audi a4 2.8 1999 6 manu… f 18 26 p comp…
## 7 audi a4 3.1 2008 6 auto… f 18 27 p comp…
## 8 audi a4 quattro 1.8 1999 4 manu… 4 18 26 p comp…
## 9 audi a4 quattro 1.8 1999 4 auto… 4 16 25 p comp…
## 10 audi a4 quattro 2 2008 4 manu… 4 20 28 p comp…
## # … with 224 more rows
library(quantmod)
getSymbols("AAPL", from = "2022-04-01", to = "2022-09-01" , auto.assign = TRUE)
## [1] "AAPL"
head(AAPL, n = 120)
## AAPL.Open AAPL.High AAPL.Low AAPL.Close AAPL.Volume AAPL.Adjusted
## 2022-04-01 174.03 174.88 171.94 174.31 78751300 173.8128
## 2022-04-04 174.57 178.49 174.44 178.44 76468400 177.9311
## 2022-04-05 177.50 178.30 174.42 175.06 73401800 174.5607
## 2022-04-06 172.36 173.63 170.13 171.83 89058800 171.3399
## 2022-04-07 171.16 173.36 169.85 172.14 77594700 171.6490
## 2022-04-08 171.78 171.78 169.20 170.09 76575500 169.6049
## 2022-04-11 168.71 169.03 165.50 165.75 72246700 165.2773
## 2022-04-12 168.02 169.87 166.64 167.66 79265200 167.1818
## 2022-04-13 167.39 171.04 166.77 170.40 70618900 169.9140
## 2022-04-14 170.62 171.27 165.04 165.29 75329400 164.8186
## 2022-04-18 163.92 166.60 163.57 165.07 69023900 164.5992
## 2022-04-19 165.02 167.82 163.91 167.40 67723800 166.9225
## 2022-04-20 168.76 168.88 166.10 167.23 67929800 166.7530
## 2022-04-21 168.91 171.53 165.91 166.42 87227800 165.9453
## 2022-04-22 166.46 167.87 161.50 161.79 84882400 161.3285
## 2022-04-25 161.12 163.17 158.46 162.88 96046400 162.4154
## 2022-04-26 162.25 162.34 156.72 156.80 95623200 156.3528
## 2022-04-27 155.91 159.79 155.38 156.57 88063200 156.1234
## 2022-04-28 159.25 164.52 158.93 163.64 130216800 163.1733
## 2022-04-29 161.84 166.20 157.25 157.65 131747600 157.2003
## 2022-05-02 156.71 158.23 153.27 157.96 123055300 157.5095
## 2022-05-03 158.15 160.71 156.32 159.48 88966500 159.0251
## 2022-05-04 159.67 166.48 159.26 166.02 108256500 165.5465
## 2022-05-05 163.85 164.08 154.95 156.77 130525300 156.3229
## 2022-05-06 156.01 159.44 154.18 157.28 116124600 157.0618
## 2022-05-09 154.93 155.83 151.49 152.06 131577900 151.8491
## 2022-05-10 155.52 156.74 152.93 154.51 115366700 154.2957
## 2022-05-11 153.50 155.45 145.81 146.50 142689800 146.2968
## 2022-05-12 142.77 146.20 138.80 142.56 182602000 142.3622
## 2022-05-13 144.59 148.10 143.11 147.11 113990900 146.9059
## 2022-05-16 145.55 147.52 144.18 145.54 86643800 145.3381
## 2022-05-17 148.86 149.77 146.68 149.24 78336300 149.0330
## 2022-05-18 146.85 147.36 139.90 140.82 109742900 140.6247
## 2022-05-19 139.88 141.66 136.60 137.35 136095600 137.1595
## 2022-05-20 139.09 140.70 132.61 137.59 137426100 137.3991
## 2022-05-23 137.79 143.26 137.65 143.11 117726300 142.9115
## 2022-05-24 140.81 141.97 137.33 140.36 104132700 140.1653
## 2022-05-25 138.43 141.79 138.34 140.52 92482700 140.3251
## 2022-05-26 137.39 144.34 137.14 143.78 90601500 143.5806
## 2022-05-27 145.39 149.68 145.26 149.64 90978500 149.4324
## 2022-05-31 149.07 150.66 146.84 148.84 103718400 148.6335
## 2022-06-01 149.90 151.74 147.68 148.71 74286600 148.5037
## 2022-06-02 147.83 151.27 146.86 151.21 72348100 151.0003
## 2022-06-03 146.90 147.97 144.46 145.38 88570300 145.1783
## 2022-06-06 147.03 148.57 144.90 146.14 71598400 145.9373
## 2022-06-07 144.35 149.00 144.10 148.71 67808200 148.5037
## 2022-06-08 148.58 149.87 147.46 147.96 53950200 147.7548
## 2022-06-09 147.08 147.95 142.53 142.64 69473000 142.4421
## 2022-06-10 140.28 140.76 137.06 137.13 91437900 136.9398
## 2022-06-13 132.87 135.20 131.44 131.88 122207100 131.6971
## 2022-06-14 133.13 133.89 131.48 132.76 84784300 132.5758
## 2022-06-15 134.29 137.34 132.16 135.43 91533000 135.2421
## 2022-06-16 132.08 132.39 129.04 130.06 108123900 129.8796
## 2022-06-17 130.07 133.08 129.81 131.56 134520300 131.3775
## 2022-06-21 133.42 137.06 133.32 135.87 81000500 135.6815
## 2022-06-22 134.79 137.76 133.91 135.35 73409200 135.1623
## 2022-06-23 136.82 138.59 135.63 138.27 72433800 138.0782
## 2022-06-24 139.90 141.91 139.77 141.66 89116800 141.4635
## 2022-06-27 142.70 143.49 140.97 141.66 70207900 141.4635
## 2022-06-28 142.13 143.42 137.32 137.44 67083400 137.2494
## 2022-06-29 137.46 140.67 136.67 139.23 66242400 139.0369
## 2022-06-30 137.25 138.37 133.77 136.72 98964500 136.5303
## 2022-07-01 136.04 139.04 135.66 138.93 71051600 138.7373
## 2022-07-05 137.77 141.61 136.93 141.56 73353800 141.3636
## 2022-07-06 141.35 144.12 141.08 142.92 74064300 142.7218
## 2022-07-07 143.29 146.55 143.28 146.35 66253700 146.1470
## 2022-07-08 145.26 147.55 145.00 147.04 64547800 146.8360
## 2022-07-11 145.67 146.64 143.78 144.87 63141600 144.6690
## 2022-07-12 145.76 148.45 145.05 145.86 77588800 145.6577
## 2022-07-13 142.99 146.45 142.12 145.49 71185600 145.2882
## 2022-07-14 144.08 148.95 143.25 148.47 78140700 148.2641
## 2022-07-15 149.78 150.86 148.20 150.17 76259900 149.9617
## 2022-07-18 150.74 151.57 146.70 147.07 81420900 146.8660
## 2022-07-19 147.92 151.23 146.91 151.00 82982400 150.7905
## 2022-07-20 151.12 153.72 150.37 153.04 64823400 152.8277
## 2022-07-21 154.50 155.57 151.94 155.35 65086600 155.1345
## 2022-07-22 155.39 156.28 153.41 154.09 66675400 153.8763
## 2022-07-25 154.01 155.04 152.28 152.95 53623900 152.7378
## 2022-07-26 152.26 153.09 150.80 151.60 55138700 151.3897
## 2022-07-27 152.58 157.33 152.16 156.79 78620700 156.5725
## 2022-07-28 156.98 157.64 154.41 157.35 81378700 157.1317
## 2022-07-29 161.24 163.63 159.50 162.51 101786900 162.2846
## 2022-08-01 161.01 163.59 160.89 161.51 67829400 161.2860
## 2022-08-02 160.10 162.41 159.63 160.01 59907000 159.7880
## 2022-08-03 160.84 166.59 160.75 166.13 82507500 165.8996
## 2022-08-04 166.01 167.19 164.43 165.81 55474100 165.5800
## 2022-08-05 163.21 165.85 163.00 165.35 56697000 165.3500
## 2022-08-08 166.37 167.81 164.20 164.87 60276900 164.8700
## 2022-08-09 164.02 165.82 163.25 164.92 63135500 164.9200
## 2022-08-10 167.68 169.34 166.90 169.24 70170500 169.2400
## 2022-08-11 170.06 170.99 168.19 168.49 57149200 168.4900
## 2022-08-12 169.82 172.17 169.40 172.10 68039400 172.1000
## 2022-08-15 171.52 173.39 171.35 173.19 54091700 173.1900
## 2022-08-16 172.78 173.71 171.66 173.03 56377100 173.0300
## 2022-08-17 172.77 176.15 172.57 174.55 79542000 174.5500
## 2022-08-18 173.75 174.90 173.12 174.15 62290100 174.1500
## 2022-08-19 173.03 173.74 171.31 171.52 70346300 171.5200
## 2022-08-22 169.69 169.86 167.14 167.57 69026800 167.5700
## 2022-08-23 167.08 168.71 166.65 167.23 54147100 167.2300
## 2022-08-24 167.32 168.11 166.25 167.53 53841500 167.5300
## 2022-08-25 168.78 170.14 168.35 170.03 51218200 170.0300
## 2022-08-26 170.57 171.05 163.56 163.62 78961000 163.6200
## 2022-08-29 161.15 162.90 159.82 161.38 73314000 161.3800
## 2022-08-30 162.13 162.56 157.72 158.91 77906200 158.9100
## 2022-08-31 160.31 160.58 157.14 157.22 87991100 157.2200
getSymbols("CLX", from = "2022-04-01", to = "2022-09-01" , auto.assign = TRUE)
## [1] "CLX"
head(CLX, n = 120)
## CLX.Open CLX.High CLX.Low CLX.Close CLX.Volume CLX.Adjusted
## 2022-04-01 139.43 142.95 137.56 142.83 1388400 140.6102
## 2022-04-04 141.93 145.54 140.55 145.00 1510100 142.7465
## 2022-04-05 144.55 146.61 143.89 144.20 1379500 141.9589
## 2022-04-06 143.51 144.17 142.23 143.92 1550700 141.6832
## 2022-04-07 144.31 146.64 142.85 146.16 1524100 143.8884
## 2022-04-08 147.06 147.91 145.17 146.50 1538200 144.2231
## 2022-04-11 146.00 149.39 145.94 147.75 1342300 145.4537
## 2022-04-12 146.85 147.97 146.05 146.45 861000 144.1739
## 2022-04-13 146.67 147.78 144.65 145.39 961500 143.1304
## 2022-04-14 146.18 147.06 144.50 145.57 820900 143.3076
## 2022-04-18 145.97 146.05 143.07 143.52 1012000 141.2895
## 2022-04-19 142.91 145.88 141.87 145.31 950300 143.0516
## 2022-04-20 145.70 147.10 144.92 146.20 1212000 143.9278
## 2022-04-21 146.60 148.79 146.42 148.15 1071800 145.8475
## 2022-04-22 149.68 152.93 149.68 150.65 2146700 148.3087
## 2022-04-25 151.08 152.88 148.34 152.29 1235800 149.9232
## 2022-04-26 150.67 150.92 146.22 146.27 1013500 145.1020
## 2022-04-27 146.27 148.71 145.61 147.71 1005800 146.5305
## 2022-04-28 147.50 149.43 145.85 148.34 1143700 147.1555
## 2022-04-29 147.01 147.21 143.13 143.47 2505400 142.3243
## 2022-05-02 143.45 145.49 141.41 143.28 1909300 142.1359
## 2022-05-03 141.86 151.68 141.57 147.56 2859200 146.3817
## 2022-05-04 146.70 151.55 146.54 149.63 1770400 148.4351
## 2022-05-05 148.55 150.25 146.59 148.27 1331400 147.0860
## 2022-05-06 148.73 154.41 148.55 153.94 1912500 152.7107
## 2022-05-09 153.67 160.59 153.56 157.43 2951700 156.1729
## 2022-05-10 157.01 158.68 155.17 156.23 1880900 154.9824
## 2022-05-11 156.36 158.18 154.57 154.86 1055000 153.6234
## 2022-05-12 155.62 157.74 154.57 157.03 1093900 155.7761
## 2022-05-13 157.04 158.97 155.48 158.28 1199400 157.0161
## 2022-05-16 157.74 158.37 155.24 157.09 1267600 155.8356
## 2022-05-17 156.91 157.60 154.33 156.75 939700 155.4983
## 2022-05-18 155.45 155.61 145.39 145.83 1742700 144.6655
## 2022-05-19 143.82 143.82 137.47 138.15 2385900 137.0468
## 2022-05-20 137.82 138.96 132.96 138.30 1659500 137.1956
## 2022-05-23 139.05 140.54 136.53 139.59 962600 138.4753
## 2022-05-24 139.42 141.90 138.91 141.60 1235800 140.4693
## 2022-05-25 140.90 142.75 139.84 142.09 1049900 140.9554
## 2022-05-26 143.18 147.75 143.00 146.40 1142100 145.2309
## 2022-05-27 147.20 148.73 146.30 148.71 801000 147.5225
## 2022-05-31 148.03 148.18 144.88 145.36 1558500 144.1992
## 2022-06-01 145.19 145.19 139.14 140.70 1227000 139.5765
## 2022-06-02 140.56 141.40 136.60 141.32 934200 140.1915
## 2022-06-03 140.47 141.15 137.92 138.88 1317400 137.7710
## 2022-06-06 138.55 138.91 136.99 137.04 923500 135.9457
## 2022-06-07 135.05 135.54 133.03 134.28 1441900 133.2077
## 2022-06-08 134.05 135.60 133.13 134.33 941600 133.2573
## 2022-06-09 134.66 135.92 131.95 132.09 986100 131.0352
## 2022-06-10 131.31 132.13 129.24 131.10 1715100 130.0531
## 2022-06-13 129.97 130.84 128.36 128.88 1330800 127.8509
## 2022-06-14 128.66 128.88 123.49 124.64 1284800 123.6447
## 2022-06-15 124.22 125.41 120.78 123.13 1872900 122.1468
## 2022-06-16 122.22 123.32 120.50 122.57 1689200 121.5912
## 2022-06-17 123.19 124.10 120.61 122.72 2227800 121.7400
## 2022-06-21 124.18 126.95 122.65 125.62 1294700 124.6169
## 2022-06-22 125.35 133.09 125.35 132.14 2773500 131.0848
## 2022-06-23 132.90 140.30 132.90 140.11 2645400 138.9912
## 2022-06-24 140.79 142.90 138.90 140.75 2494200 139.6261
## 2022-06-27 139.85 142.30 137.50 138.27 1140100 137.1659
## 2022-06-28 138.05 138.78 136.57 136.94 983600 135.8465
## 2022-06-29 137.72 139.82 137.07 139.54 859100 138.4257
## 2022-06-30 139.49 142.51 138.64 140.98 1533800 139.8542
## 2022-07-01 142.08 144.24 141.26 143.90 976700 142.7509
## 2022-07-05 144.01 146.10 142.62 144.75 922700 143.5941
## 2022-07-06 145.93 147.85 145.13 146.66 1293000 145.4889
## 2022-07-07 145.39 146.87 143.74 145.44 1391000 144.2786
## 2022-07-08 145.27 145.27 140.87 141.36 1507600 140.2312
## 2022-07-11 141.92 143.19 140.66 141.80 898300 140.6677
## 2022-07-12 142.33 145.63 142.00 143.89 866000 142.7410
## 2022-07-13 144.41 148.78 143.93 147.60 1145500 146.4214
## 2022-07-14 146.20 148.03 145.82 147.52 1052700 146.3420
## 2022-07-15 148.24 149.03 146.26 148.67 1074500 147.4828
## 2022-07-18 148.37 148.95 145.48 145.73 957200 144.5663
## 2022-07-19 147.04 149.92 145.20 149.72 1840300 148.5244
## 2022-07-20 150.28 150.33 145.91 147.80 1016700 146.6198
## 2022-07-21 147.33 148.20 146.30 147.95 826000 146.7686
## 2022-07-22 147.62 148.95 147.06 147.85 691100 146.6694
## 2022-07-25 147.15 148.45 146.94 147.77 828600 146.5900
## 2022-07-26 142.76 145.44 138.43 145.24 1413500 145.2400
## 2022-07-27 145.19 145.19 141.25 142.28 1681200 142.2800
## 2022-07-28 142.40 145.65 141.43 144.67 1391900 144.6700
## 2022-07-29 143.94 144.01 140.68 141.84 2004700 141.8400
## 2022-08-01 142.57 146.25 142.34 145.29 1239600 145.2900
## 2022-08-02 145.76 145.76 143.35 143.79 941200 143.7900
## 2022-08-03 143.50 145.25 141.97 144.57 1580200 144.5700
## 2022-08-04 136.70 143.53 135.81 137.76 3328100 137.7600
## 2022-08-05 137.88 139.85 137.56 138.99 1354600 138.9900
## 2022-08-08 140.05 146.48 139.81 144.58 1603900 144.5800
## 2022-08-09 144.68 145.43 142.55 143.41 1030500 143.4100
## 2022-08-10 144.75 145.31 143.85 145.09 874400 145.0900
## 2022-08-11 145.44 147.60 144.36 144.61 781500 144.6100
## 2022-08-12 145.38 146.68 144.20 146.37 945700 146.3700
## 2022-08-15 147.34 149.67 147.18 148.83 914000 148.8300
## 2022-08-16 149.10 150.53 148.48 149.74 760700 149.7400
## 2022-08-17 148.89 149.86 148.57 148.64 499300 148.6400
## 2022-08-18 147.34 148.89 147.07 148.71 526400 148.7100
## 2022-08-19 148.71 149.76 148.31 148.87 588900 148.8700
## 2022-08-22 148.60 149.68 148.54 149.13 689200 149.1300
## 2022-08-23 149.01 149.32 146.18 148.10 847500 148.1000
## 2022-08-24 147.74 148.97 146.31 147.98 642300 147.9800
## 2022-08-25 147.69 147.96 146.16 147.90 836700 147.9000
## 2022-08-26 147.80 148.22 144.58 144.73 849500 144.7300
## 2022-08-29 144.15 146.49 143.16 145.12 546400 145.1200
## 2022-08-30 145.22 146.10 143.69 145.67 687000 145.6700
## 2022-08-31 146.32 146.66 144.32 144.34 843600 144.3400
chart_Series(AAPL)
mapping = aes(x = date , y = price)
chart_Series(CLX)
mapping = aes(x = date , y = price)