library(tidyverse)
## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.1 ──
## ✓ ggplot2 3.3.5 ✓ purrr 0.3.4
## ✓ tibble 3.1.6 ✓ dplyr 1.0.7
## ✓ tidyr 1.1.4 ✓ stringr 1.4.0
## ✓ readr 2.1.0 ✓ forcats 0.5.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
library(lubridate)
##
## Attaching package: 'lubridate'
## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, union
library(esquisse)
library(timetk)
library(tidyquant)
## Loading required package: PerformanceAnalytics
## Loading required package: xts
## Loading required package: zoo
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
##
## Attaching package: 'xts'
## The following objects are masked from 'package:dplyr':
##
## first, last
##
## Attaching package: 'PerformanceAnalytics'
## The following object is masked from 'package:graphics':
##
## legend
## Loading required package: quantmod
## Loading required package: TTR
## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo
## ══ Need to Learn tidyquant? ════════════════════════════════════════════════════
## Business Science offers a 1-hour course - Learning Lab #9: Performance Analysis & Portfolio Optimization with tidyquant!
## </> Learn more at: https://university.business-science.io/p/learning-labs-pro </>
library(readxl)
library(writexl)
library(quantmod)
library(readr)
hung <- read.delim("Downloads/a.txt")
hung$CO_ID <- as.character(hung$CO_ID)
hung$Date <- as.character(hung$Date)
hung$Date <- as.Date(hung$Date, "%Y%m%d")
hung %>%
select(CO_ID, Date, Close) %>%
spread(key = CO_ID, value = Close)
## Date 50 60 6205 646
## 1 2015-12-14 49.5941 27.40 31.06 19.61
## 2 2015-12-15 49.6358 27.52 31.59 19.63
## 3 2015-12-16 50.3872 27.65 31.60 19.89
## 4 2015-12-17 50.9717 27.86 32.23 20.05
## 5 2015-12-18 50.7212 27.84 32.18 19.85
## 6 2015-12-21 50.6377 27.65 33.00 19.64
## 7 2015-12-22 50.7630 28.02 33.10 19.72
## 8 2015-12-23 50.8464 28.35 33.11 19.80
## 9 2015-12-24 51.0969 28.11 32.80 19.99
## 10 2015-12-25 51.4309 28.45 33.05 19.99
## 11 2015-12-28 51.3056 28.38 32.60 19.97
## 12 2015-12-29 50.9299 28.00 32.01 19.98
## 13 2015-12-30 50.5542 27.98 31.73 20.10
## 14 2015-12-31 50.7212 27.98 32.01 20.06
## 15 2016-01-04 49.7193 27.12 30.48 19.79
## 16 2016-01-05 49.3018 26.56 29.81 19.74
## 17 2016-01-06 48.8009 26.90 30.14 19.62
## 18 2016-01-07 47.8825 26.69 28.08 19.43
## 19 2016-01-08 47.9660 26.61 29.32 19.32
## 20 2016-01-11 47.2146 26.00 28.13 19.01
## 21 2016-01-12 47.1728 26.00 27.90 18.99
## 22 2016-01-13 47.7155 26.35 28.06 19.32
## 23 2016-01-14 47.3398 26.35 27.46 18.81
## 24 2016-01-15 47.3398 26.19 27.08 18.97
## 25 2016-01-18 47.6738 25.40 27.55 18.78
## 26 2016-01-19 47.7990 25.88 28.08 18.90
## 27 2016-01-20 46.6719 25.61 27.46 18.49
## 28 2016-01-21 46.5884 25.33 27.47 18.58
## 29 2016-01-22 47.2146 25.33 27.36 18.77
## 30 2016-01-25 48.0495 25.70 27.61 18.97
## 31 2016-01-26 47.5903 25.45 26.95 18.68
## 32 2016-01-27 47.7990 25.55 25.52 18.90
## 33 2016-01-28 48.0495 25.72 25.40 18.83
## 34 2016-01-29 49.2601 26.26 25.94 18.96
## 35 2016-01-30 49.7193 26.78 26.47 19.28
## 36 2016-02-01 49.7193 26.69 25.46 19.17
## 37 2016-02-02 49.5523 26.80 25.73 19.03
## 38 2016-02-03 49.2184 26.22 25.47 18.83
## 39 2016-02-15 49.2601 26.27 25.67 18.50
## 40 2016-02-16 50.3037 26.92 26.78 18.66
## 41 2016-02-17 50.0533 26.84 26.50 18.65
## 42 2016-02-18 50.8464 27.03 26.94 19.02
## 43 2016-02-19 50.8047 26.94 26.76 18.94
## 44 2016-02-22 50.7630 27.10 27.28 18.99
## 45 2016-02-23 50.8047 27.04 26.99 19.06
## 46 2016-02-24 50.3455 26.87 26.83 18.89
## 47 2016-02-25 51.0134 27.23 26.28 19.05
## 48 2016-02-26 51.1387 NA 25.74 19.21
## 49 2016-03-01 51.6396 NA 25.41 18.99
## 50 2016-03-02 52.0571 NA 26.40 19.41
## 51 2016-03-03 52.5580 NA 26.70 19.47
## 52 2016-03-04 52.6833 NA 26.99 19.44
## 53 2016-03-07 52.6833 NA 27.18 19.37
## 54 2016-03-08 52.6415 NA 26.78 19.35
## 55 2016-03-09 52.6833 NA 26.87 19.34
## 56 2016-03-10 52.8085 NA 27.11 19.45
## 57 2016-03-11 53.0590 NA 26.72 19.49
## 58 2016-03-14 53.4347 NA 27.30 19.60
## 59 2016-03-15 52.6415 NA 26.65 19.57
## 60 2016-03-16 53.1007 NA 27.05 19.59
## 61 2016-03-17 53.6852 NA 27.38 19.64
## 62 2016-03-18 54.0191 NA 27.87 19.63
## 63 2016-03-21 53.9356 NA 28.54 19.61
## 64 2016-03-22 53.7687 NA 28.28 19.69
## 65 2016-03-23 53.7269 NA 28.04 19.66
## 66 2016-03-24 53.7269 NA 27.97 19.63
## 67 2016-03-25 53.4764 NA 27.74 19.70
## 68 2016-03-28 53.5182 NA 27.83 19.74
## 69 2016-03-29 53.1425 NA 27.28 19.68
## 70 2016-03-30 54.0191 NA 27.56 19.74
## 71 2016-03-31 53.9774 NA 27.87 19.71
## 72 2016-04-01 53.3512 NA 27.43 19.69
## 73 2016-04-06 52.0988 NA 27.90 19.74
## 74 2016-04-07 51.8901 NA 27.75 19.82
## 75 2016-04-08 52.3910 NA 27.55 19.71
## 76 2016-04-11 52.5998 NA 27.94 19.69
## 77 2016-04-12 52.5580 NA 27.70 19.60
## 78 2016-04-13 53.4764 NA 28.42 19.77
## 79 2016-04-14 53.6434 NA 28.27 19.94
## 80 2016-04-15 53.6434 NA 28.44 19.94
## 81 2016-04-18 53.3095 NA 27.96 19.84
## 82 2016-04-19 53.1007 NA 27.89 20.01
## 83 2016-04-20 52.3076 NA 26.98 19.99
## 84 2016-04-21 52.5580 NA 27.38 20.12
## 85 2016-04-22 52.7668 NA 27.30 20.03
## 86 2016-04-25 52.8085 NA 27.23 20.01
## 87 2016-04-26 53.0172 NA 27.17 19.99
## 88 2016-04-27 52.9337 NA 27.40 19.97
## 89 2016-04-28 52.0988 NA 27.17 19.96
## 90 2016-04-29 51.4309 NA 27.18 19.90
## 91 2016-05-03 50.7212 NA 27.54 19.84
## 92 2016-05-04 50.1785 NA 27.46 19.74
## 93 2016-05-05 50.2620 NA 27.52 19.72
## 94 2016-05-06 49.8445 NA 27.24 19.63
## 95 2016-05-09 49.8445 NA 26.47 19.74
## 96 2016-05-10 50.0950 NA 26.36 19.90
## 97 2016-05-11 49.9698 NA 26.55 20.00
## 98 2016-05-12 49.9280 NA 26.44 19.94
## 99 2016-05-13 49.3853 NA 26.46 19.87
## 100 2016-05-16 49.7611 NA 26.44 19.80
## 101 2016-05-17 50.1368 NA 26.50 19.96
## 102 2016-05-18 50.0533 NA 26.02 19.81
## 103 2016-05-19 49.8028 NA 26.40 19.85
## 104 2016-05-20 50.0950 NA 26.42 19.88
## 105 2016-05-23 51.7649 NA 26.42 19.86
## 106 2016-05-24 51.2222 NA 26.29 19.85
## 107 2016-05-25 51.7649 NA 26.51 20.11
## 108 2016-05-26 51.8901 NA 26.23 20.13
## 109 2016-05-27 52.2658 NA 26.31 20.15
## 110 2016-05-30 52.7250 NA 26.42 20.33
## 111 2016-05-31 52.7250 NA 27.30 20.34
## 112 2016-06-01 53.1842 NA 27.21 20.26
## 113 2016-06-02 53.1842 NA 27.10 20.23
## 114 2016-06-03 53.3095 NA 27.18 20.30
## 115 2016-06-04 53.3929 NA 27.24 20.14
## 116 2016-06-06 53.4764 NA 27.06 20.11
## 117 2016-06-07 54.1861 NA 27.07 20.20
## 118 2016-06-08 54.4783 NA 26.89 20.15
## 119 2016-06-13 53.2260 NA 26.50 20.05
## 120 2016-06-14 53.5599 NA 26.16 19.98
## 121 2016-06-15 53.6434 NA 26.19 19.96
## 122 2016-06-16 52.8920 NA 26.25 19.85
## 123 2016-06-17 53.4764 NA 26.40 19.98
## 124 2016-06-20 53.8521 NA 26.32 20.02
## 125 2016-06-21 54.0609 NA 26.50 20.00
## 126 2016-06-22 54.2279 NA 26.42 19.97
## 127 2016-06-23 54.1026 NA 26.39 19.99
## 128 2016-06-24 52.6833 NA 26.01 19.31
## 129 2016-06-27 53.2260 NA 26.30 19.59
## 130 2016-06-28 53.4347 NA 26.32 19.45
## 131 2016-06-29 54.0191 NA 26.46 19.61
## 132 2016-06-30 54.6453 NA 26.60 19.81
## 133 2016-07-01 55.3133 NA 26.57 19.96
## 134 2016-07-04 55.3550 NA 27.02 20.10
## 135 2016-07-05 55.1880 NA 27.17 20.04
## 136 2016-07-06 54.1861 NA 27.12 19.93
## 137 2016-07-07 54.8540 NA 27.12 20.11
## 138 2016-07-11 55.9394 NA 27.24 20.36
## 139 2016-07-12 56.4404 NA 27.20 20.36
## 140 2016-07-13 56.4821 NA 27.60 20.43
## 141 2016-07-14 56.5239 NA 27.50 20.42
## 142 2016-07-15 57.1918 NA 27.49 20.46
## 143 2016-07-18 57.7345 NA 27.42 20.48
## 144 2016-07-19 57.8180 NA 27.18 20.49
## 145 2016-07-20 57.7763 NA 27.08 20.47
## 146 2016-07-21 58.0685 NA 27.36 20.50
## 147 2016-07-22 57.8597 NA 27.14 20.42
## 148 2016-07-25 57.6093 NA 27.06 20.56
## 149 2016-07-26 57.9432 NA 27.28 20.59
## 150 2016-07-27 58.1937 NA 26.74 20.58
## 151 2016-07-28 58.3628 NA 26.92 20.52
## 152 2016-07-29 57.9402 NA 26.91 20.42
## 153 2016-08-01 58.5741 NA 26.68 20.35
## 154 2016-08-02 58.5741 NA 26.60 20.38
## 155 2016-08-03 58.1092 NA 26.73 20.20
## 156 2016-08-04 58.2360 NA 26.72 20.26
## 157 2016-08-05 58.8277 NA 26.72 20.25
## 158 2016-08-08 59.2080 NA 26.69 20.38
## 159 2016-08-09 59.5038 NA 26.83 20.36
## 160 2016-08-10 59.6729 NA 26.74 20.23
## 161 2016-08-11 59.1235 NA 26.81 20.23
## 162 2016-08-12 59.3348 NA 26.82 20.22
## 163 2016-08-15 59.4616 NA 28.23 20.34
## 164 2016-08-16 59.1235 NA 28.07 20.28
## 165 2016-08-17 59.2080 NA 28.06 20.27
## 166 2016-08-18 59.0812 NA 28.00 20.33
## 167 2016-08-19 58.4896 NA 27.91 20.43
## 168 2016-08-22 58.0670 NA 27.87 20.50
## 169 2016-08-23 58.6586 NA 27.99 20.55
## 170 2016-08-24 58.4896 NA 27.79 20.55
## 171 2016-08-25 59.1658 NA 27.59 20.48
## 172 2016-08-26 59.2503 NA 27.63 20.42
## 173 2016-08-29 59.2080 NA 27.56 20.42
## 174 2016-08-30 59.1658 NA 27.63 20.50
## 175 2016-08-31 58.6586 NA 27.67 20.50
## 176 2016-09-01 58.3628 NA 27.61 20.50
## 177 2016-09-02 58.4473 NA 27.53 20.40
## 178 2016-09-05 59.4193 NA 27.59 20.44
## 179 2016-09-06 59.8842 NA 27.48 20.37
## 180 2016-09-07 60.7294 NA 27.53 20.29
## 181 2016-09-08 60.5181 NA 27.44 20.28
## 182 2016-09-09 59.5038 NA 27.45 20.31
## 183 2016-09-10 58.6586 NA 26.91 20.05
## 184 2016-09-12 58.1937 NA 26.80 19.96
## 185 2016-09-13 58.1937 NA 26.89 20.24
## 186 2016-09-14 57.8557 NA 26.89 20.05
## 187 2016-09-19 60.0110 NA 26.87 20.16
## 188 2016-09-20 59.9265 NA 26.80 20.00
## 189 2016-09-21 60.2223 NA 26.75 20.00
## 190 2016-09-22 60.3491 NA 27.00 20.09
## 191 2016-09-23 60.7717 NA 26.95 20.20
## 192 2016-09-26 60.0110 NA 26.74 20.08
## 193 2016-09-29 60.7717 NA 26.66 20.21
## 194 2016-09-30 59.9687 NA 26.65 20.02
## 195 2016-10-03 60.3913 NA 26.65 20.05
## 196 2016-10-04 60.6449 NA 26.65 19.98
## 197 2016-10-05 60.4336 NA 26.72 19.95
## 198 2016-10-06 60.6026 NA 26.83 20.03
## 199 2016-10-07 60.5604 NA 26.90 20.10
## 200 2016-10-11 60.3913 NA 26.97 20.19
## 201 2016-10-12 61.0675 NA 26.90 20.12
## 202 2016-10-13 60.6026 NA 26.87 19.99
## 203 2016-10-14 60.3913 NA 26.84 20.05
## 204 2016-10-17 60.3913 NA 27.01 20.01
## 205 2016-10-18 60.8139 NA 26.96 20.02
## 206 2016-10-19 61.1520 NA 26.97 20.00
## 207 2016-10-20 61.4056 NA 27.00 20.05
## 208 2016-10-21 61.3633 NA 27.01 20.04
## 209 2016-10-24 61.4479 NA 27.54 20.10
## 210 2016-10-25 62.0395 NA 27.40 20.17
## 211 2016-10-26 61.7014 NA 27.32 20.04
## 212 2016-10-27 61.3633 NA 27.21 20.03
## 213 2016-10-28 61.3633 NA 27.28 20.03
## 214 2016-10-31 61.3633 NA 27.09 19.98
## 215 2016-11-01 61.3633 NA 27.21 19.97
## 216 2016-11-02 60.6449 NA 27.10 19.72
## 217 2016-11-03 60.1800 NA 27.37 19.62
## 218 2016-11-04 60.0110 NA 27.31 19.59
## 219 2016-11-07 60.8562 NA 27.27 19.80
## 220 2016-11-08 61.1520 NA 27.42 20.00
## 221 2016-11-09 59.1658 NA 27.08 19.18
## 222 2016-11-10 60.8562 NA 27.50 20.26
## 223 2016-11-11 59.2080 NA 27.69 20.32
## 224 2016-11-14 59.2503 NA 27.96 20.45
## 225 2016-11-15 59.0812 NA 27.80 20.49
## 226 2016-11-16 59.1658 NA 27.65 20.51
## 227 2016-11-17 59.3348 NA 27.69 20.60
## 228 2016-11-18 59.5038 NA 27.72 20.60
## 229 2016-11-21 59.5884 NA 27.92 20.70
## 230 2016-11-22 60.3913 NA 28.02 20.80
## 231 2016-11-23 60.6872 NA 28.14 20.81
## 232 2016-11-24 60.3491 NA 28.19 20.86
## 233 2016-11-25 60.3068 NA 28.10 20.85
## 234 2016-11-28 60.6449 NA 28.44 20.85
## 235 2016-11-29 60.5604 NA 28.66 20.72
## 236 2016-11-30 60.6026 NA 28.61 20.75
## 237 2016-12-01 60.8562 NA 28.69 20.85
## 238 2016-12-02 60.1800 NA 28.51 20.57
## 239 2016-12-05 60.0955 NA 28.15 20.68
## 240 2016-12-06 60.8562 NA 28.24 20.83
## 241 2016-12-07 60.8562 NA 28.10 20.93
## 242 2016-12-08 61.6169 NA 28.11 21.38
## 243 2016-12-09 61.8282 NA 28.38 21.22
## 244 2016-12-12 61.5746 NA 27.72 21.48
## 245 2016-12-13 61.6592 NA 27.62 21.40
## 246 2016-12-14 61.7859 NA 27.66 21.59
## 247 2016-12-15 61.7014 NA 27.24 21.50
## 248 2016-12-16 61.1098 NA 27.13 21.56
## 249 2016-12-19 60.7294 NA 27.11 21.58
## 250 2016-12-20 60.6449 NA 26.78 21.61
## 251 2016-12-21 60.6026 NA 27.05 21.73
## 252 2016-12-22 59.8419 NA 26.98 21.60
## 253 2016-12-23 59.6306 NA 26.92 21.63
## 254 2016-12-26 59.8419 NA 26.79 21.51
## 255 2016-12-27 59.7997 NA 26.97 21.60
## 256 2016-12-28 60.5181 NA 26.97 21.60
## 257 2016-12-29 60.2223 NA 27.03 21.52
## 258 2016-12-30 60.6872 NA 27.00 21.60
## 259 2017-01-03 60.7717 NA 27.25 21.56
## 260 2017-01-04 60.7294 NA 27.37 21.65
## 261 2017-01-05 61.2788 NA 27.45 21.63
## 262 2017-01-06 61.4056 NA 27.43 21.52
## 263 2017-01-09 61.2366 NA 27.50 21.70
## 264 2017-01-10 61.1943 NA 27.45 21.57
## 265 2017-01-11 61.1943 NA 27.21 21.53
## 266 2017-01-12 61.8282 NA 27.18 21.58
## 267 2017-01-13 61.3633 NA 27.11 21.49
## 268 2017-01-16 60.8562 NA 27.03 21.30
## 269 2017-01-17 61.1098 NA 27.21 21.34
## 270 2017-01-18 60.9830 NA 27.35 21.30
## 271 2017-01-19 60.8139 NA 27.36 21.37
## 272 2017-01-20 60.9830 NA 27.48 21.32
## 273 2017-01-23 61.4901 NA 27.58 21.27
## 274 2017-01-24 61.9550 NA 27.46 21.29
## 275 2017-02-02 61.6169 NA 27.53 21.25
## 276 2017-02-03 61.5746 NA 27.36 21.15
## 277 2017-02-06 61.9127 NA 27.30 21.25
## 278 2017-02-07 61.9550 NA 27.16 21.24
## 279 2017-02-08 62.0848 NA 27.19 21.18
## 280 2017-02-09 62.3012 NA 27.43 21.17
## 281 2017-02-10 62.9934 NA 27.65 21.33
## 282 2017-02-13 63.1232 NA 27.65 21.45
## 283 2017-02-14 63.3395 NA 27.55 21.25
## 284 2017-02-15 63.9452 NA 27.60 21.36
## 285 2017-02-16 63.5558 NA 27.61 21.39
## 286 2017-02-17 63.4693 NA 27.50 21.44
## 287 2017-02-18 63.5991 NA 27.44 21.40
## 288 2017-02-20 63.2530 NA 27.65 21.46
## 289 2017-02-21 63.3828 NA 27.73 21.51
## 290 2017-02-22 63.4261 NA 27.65 21.60
## 291 2017-02-23 63.2530 NA 27.63 21.55
## 292 2017-02-24 63.2963 NA 27.54 21.51
## 293 2017-03-01 62.6040 NA 27.56 21.57
## 294 2017-03-02 62.7771 NA 27.45 22.00
## 295 2017-03-03 62.3877 NA 27.25 22.05
## 296 2017-03-06 62.4310 NA 27.34 21.95
## 297 2017-03-07 62.6906 NA 27.26 21.91
## 298 2017-03-08 63.0367 NA 27.26 21.75
## 299 2017-03-09 62.3444 NA 27.02 21.83
## 300 2017-03-10 62.3012 NA 27.12 21.95
## 301 2017-03-13 62.7338 NA 27.19 21.93
## 302 2017-03-14 63.1665 NA 27.18 21.87
## 303 2017-03-15 63.0367 NA 27.10 21.80
## 304 2017-03-16 63.8587 NA 27.23 21.82
## 305 2017-03-17 64.0318 NA 27.16 21.75
## 306 2017-03-20 63.9885 NA 26.87 21.61
## 307 2017-03-21 64.8105 NA 26.95 21.60
## 308 2017-03-22 64.2048 NA 26.75 21.31
## 309 2017-03-23 64.3346 NA 26.78 21.40
## 310 2017-03-24 64.2481 NA 26.92 21.43
## 311 2017-03-27 64.2048 NA 27.02 21.04
## 312 2017-03-28 64.2481 NA 26.80 21.13
## 313 2017-03-29 64.0318 NA 26.84 21.36
## 314 2017-03-30 63.9452 NA 26.67 21.45
## 315 2017-03-31 63.7722 NA 26.76 21.59
## 316 2017-04-05 64.5942 NA 27.05 21.42
## 317 2017-04-06 64.3779 NA 27.20 21.25
## 318 2017-04-07 64.1183 NA 27.25 21.25
## 319 2017-04-10 64.2048 NA 27.20 21.39
## 320 2017-04-11 63.9452 NA 27.00 21.40
## 321 2017-04-12 64.0750 NA 27.19 21.38
## 322 2017-04-13 64.3779 NA 27.07 21.13
## 323 2017-04-14 63.6424 NA 26.85 21.13
## 324 2017-04-17 63.6856 NA 26.65 21.00
## 325 2017-04-18 63.6856 NA 26.81 21.18
## 326 2017-04-19 62.9934 NA 26.44 21.12
## 327 2017-04-20 62.9934 NA 26.58 21.25
## 328 2017-04-21 63.5991 NA 26.60 21.22
## 329 2017-04-24 63.7289 NA 26.36 21.35
## 330 2017-04-25 64.3346 NA 26.45 21.40
## 331 2017-04-26 64.5077 NA 26.44 21.36
## 332 2017-04-27 64.4644 NA 26.32 21.50
## 333 2017-04-28 64.5077 NA 26.33 21.52
## 334 2017-05-02 65.0701 NA 26.28 21.47
## 335 2017-05-03 65.3730 NA 26.14 21.45
## 336 2017-05-04 65.4595 NA 26.20 21.50
## 337 2017-05-05 65.0268 NA 25.87 21.45
## 338 2017-05-08 65.5028 NA 25.73 21.54
## 339 2017-05-09 65.7191 NA 25.85 21.53
## 340 2017-05-10 65.9787 NA 26.01 21.53
## 341 2017-05-11 66.1950 NA 25.82 21.54
## 342 2017-05-12 66.0219 NA 26.22 21.42
## 343 2017-05-15 66.1950 NA 26.33 21.44
## 344 2017-05-16 66.1950 NA 26.33 21.47
## 345 2017-05-17 66.0219 NA 26.29 21.42
## 346 2017-05-18 65.6758 NA 26.30 21.30
## 347 2017-05-19 65.6325 NA 26.31 21.28
## 348 2017-05-22 65.8056 NA 26.25 21.36
## 349 2017-05-23 66.0652 NA 26.29 21.40
## 350 2017-05-24 66.0219 NA 26.38 21.55
## 351 2017-05-25 66.6276 NA 26.86 21.60
## 352 2017-05-26 66.5844 NA 27.03 21.61
## 353 2017-05-31 66.1950 NA 27.21 21.60
## 354 2017-06-01 66.5411 NA 27.43 21.58
## 355 2017-06-02 66.8007 NA 27.43 21.69
## 356 2017-06-03 66.9738 NA 27.50 21.72
## 357 2017-06-05 67.4929 NA 27.27 21.65
## 358 2017-06-06 67.4497 NA 27.29 21.56
## 359 2017-06-07 67.4497 NA 27.67 21.60
## 360 2017-06-08 67.7093 NA 27.67 21.64
## 361 2017-06-09 67.4929 NA 27.95 21.70
## 362 2017-06-12 66.7574 NA 27.94 21.56
## 363 2017-06-13 66.8440 NA 27.96 21.80
## 364 2017-06-14 66.4978 NA 27.79 21.84
## 365 2017-06-15 66.5411 NA 27.76 21.87
## 366 2017-06-16 67.2333 NA 27.79 22.00
## 367 2017-06-19 67.9688 NA 27.98 22.00
## 368 2017-06-20 68.7476 NA 27.89 22.20
## 369 2017-06-21 68.8341 NA 27.81 22.16
## 370 2017-06-22 69.0072 NA 28.61 22.13
## 371 2017-06-23 68.9639 NA 28.24 22.23
## 372 2017-06-26 70.4349 NA 28.59 22.10
## 373 2017-06-27 70.3484 NA 28.57 22.10
## 374 2017-06-28 69.6994 NA 28.80 21.96
## 375 2017-06-29 69.7860 NA 28.87 22.06
## 376 2017-06-30 69.5696 NA 28.96 21.95
## 377 2017-07-03 69.6129 NA 28.98 21.98
## 378 2017-07-04 69.2235 NA 28.76 22.02
## 379 2017-07-05 69.8725 NA 28.78 22.05
## 380 2017-07-06 69.5696 NA 29.01 22.05
## 381 2017-07-07 69.1803 NA 29.15 21.94
## 382 2017-07-10 69.5264 NA 29.25 22.12
## 383 2017-07-11 70.5647 NA 29.43 22.07
## 384 2017-07-12 70.5647 NA 29.43 22.03
## 385 2017-07-13 71.1272 NA 29.49 22.11
## 386 2017-07-14 70.9974 NA 29.61 22.12
## 387 2017-07-17 71.1272 NA 29.98 22.20
## 388 2017-07-18 71.3002 NA 29.55 22.20
## 389 2017-07-19 71.5598 NA 29.87 22.25
## 390 2017-07-20 71.5165 NA 30.28 22.44
## 391 2017-07-21 71.0406 NA 30.33 22.47
## 392 2017-07-24 71.2137 NA 30.27 22.39
## 393 2017-07-25 71.3435 NA 30.29 22.31
## 394 2017-07-26 71.0839 NA 30.08 22.44
## 395 2017-07-27 71.8194 NA 30.06 22.36
## 396 2017-07-28 71.0406 NA 30.02 22.22
## 397 2017-07-31 70.9969 NA 30.20 22.28
## 398 2017-08-01 71.3896 NA 30.31 22.26
## 399 2017-08-02 72.0006 NA 30.56 22.35
## 400 2017-08-03 71.7387 NA 30.37 22.34
## 401 2017-08-04 71.8696 NA 30.30 22.26
## 402 2017-08-07 72.3933 NA 30.11 22.28
## 403 2017-08-08 72.3496 NA 30.17 22.28
## 404 2017-08-09 71.6951 NA 30.18 22.25
## 405 2017-08-10 71.2151 NA 29.95 22.26
## 406 2017-08-11 70.9096 NA 29.68 22.07
## 407 2017-08-14 70.4733 NA 29.80 22.19
## 408 2017-08-15 70.9533 NA 29.99 22.30
## 409 2017-08-16 70.6915 NA 29.80 22.32
## 410 2017-08-17 71.2587 NA 29.99 22.31
## 411 2017-08-18 70.8224 NA 30.14 21.96
## 412 2017-08-21 70.7351 NA 30.17 21.96
## 413 2017-08-22 71.4333 NA 30.38 22.00
## 414 2017-08-23 71.3460 NA 30.46 22.07
## 415 2017-08-24 72.0442 NA 30.43 22.06
## 416 2017-08-25 72.1751 NA 30.70 22.06
## 417 2017-08-28 72.0442 NA 31.32 21.95
## 418 2017-08-29 71.8260 NA 31.40 21.89
## 419 2017-08-30 72.1751 NA 31.52 22.02
## 420 2017-08-31 72.3933 NA 31.29 22.06
## 421 2017-09-01 72.4369 NA 31.38 22.17
## 422 2017-09-04 72.3060 NA 31.51 22.13
## 423 2017-09-05 72.3933 NA 31.68 22.07
## 424 2017-09-06 72.0878 NA 31.59 22.06
## 425 2017-09-07 71.7824 NA 31.57 22.08
## 426 2017-09-08 72.1751 NA 31.55 22.03
## 427 2017-09-11 72.0442 NA 31.49 22.13
## 428 2017-09-12 72.3060 NA 31.51 22.30
## 429 2017-09-13 71.8260 NA 31.50 22.31
## 430 2017-09-14 71.8696 NA 31.40 22.40
## 431 2017-09-15 71.8696 NA 31.33 22.39
## 432 2017-09-18 72.5678 NA 31.41 22.44
## 433 2017-09-19 72.2187 NA 31.31 22.45
## 434 2017-09-20 71.7387 NA 31.22 22.47
## 435 2017-09-21 72.1751 NA 31.46 22.55
## 436 2017-09-22 71.2151 NA 31.25 22.54
## 437 2017-09-25 70.6478 NA 31.05 22.50
## 438 2017-09-26 70.0805 NA 31.01 22.44
## 439 2017-09-27 70.4296 NA 31.05 22.48
## 440 2017-09-28 70.1678 NA 31.03 22.71
## 441 2017-09-29 70.3860 NA 31.12 22.73
## 442 2017-09-30 70.8660 NA 31.15 22.90
## 443 2017-10-02 71.1278 NA 31.24 22.90
## 444 2017-10-03 71.1278 NA 31.59 23.00
## 445 2017-10-05 71.4333 NA 32.10 23.02
## 446 2017-10-06 71.6515 NA 32.17 23.16
## 447 2017-10-11 72.7860 NA 31.93 23.00
## 448 2017-10-12 73.4842 NA 31.86 23.07
## 449 2017-10-13 73.3533 NA 31.85 23.03
## 450 2017-10-16 73.7460 NA 31.82 23.02
## 451 2017-10-17 73.5715 NA 31.68 23.06
## 452 2017-10-18 73.8333 NA 31.57 23.11
## 453 2017-10-19 74.0951 NA 31.58 23.16
## 454 2017-10-20 73.7897 NA 31.61 23.22
## 455 2017-10-23 73.7460 NA 31.56 23.35
## 456 2017-10-24 73.6587 NA 31.72 23.25
## 457 2017-10-25 73.6151 NA 31.77 23.18
## 458 2017-10-26 73.5278 NA 32.02 23.16
## 459 2017-10-27 73.5715 NA 32.06 23.16
## 460 2017-10-30 74.1388 NA 32.02 23.32
## 461 2017-10-31 74.3569 NA 31.89 23.21
## 462 2017-11-01 74.2697 NA 31.96 23.23
## 463 2017-11-02 74.0078 NA 31.94 23.21
## 464 2017-11-03 73.9206 NA 31.78 23.30
## 465 2017-11-06 74.0515 NA 31.85 23.32
## 466 2017-11-07 74.4442 NA 32.25 23.33
## 467 2017-11-08 74.1388 NA 32.35 23.32
## 468 2017-11-09 73.6587 NA 32.22 23.35
## 469 2017-11-10 73.7897 NA 32.51 23.27
## 470 2017-11-13 73.5715 NA 32.60 23.28
## 471 2017-11-14 73.4406 NA 32.60 23.22
## 472 2017-11-15 72.6987 NA 32.32 23.12
## 473 2017-11-16 72.9606 NA 32.34 23.07
## 474 2017-11-17 73.6151 NA 32.49 23.25
## 475 2017-11-20 73.3097 NA 32.49 23.15
## 476 2017-11-21 73.9642 NA 33.32 23.20
## 477 2017-11-22 74.3133 NA 33.51 23.24
## 478 2017-11-23 74.3569 NA 33.30 23.30
## 479 2017-11-24 74.3133 NA 32.64 23.26
## 480 2017-11-27 73.4406 NA 32.37 23.26
## 481 2017-11-28 72.9606 NA 32.27 23.36
## 482 2017-11-29 73.0478 NA 32.16 23.51
## 483 2017-11-30 71.7824 NA 32.25 23.52
## 484 2017-12-01 72.0878 NA 31.86 23.75
## 485 2017-12-04 72.3496 NA 32.24 23.90
## 486 2017-12-05 71.7824 NA 32.35 23.68
## 487 2017-12-06 70.5605 NA 32.08 23.58
## 488 2017-12-07 70.6042 NA 31.82 23.67
## 489 2017-12-08 70.6042 NA 32.06 23.72
## 490 2017-12-11 71.1278 NA 32.26 23.84
## 491 2017-12-12 70.6478 NA 32.22 23.95
## 492 2017-12-13 70.6915 NA 32.12 23.86
## 493 2017-12-14 71.3460 NA 32.09 23.90
## 494 2017-12-15 70.7787 NA 31.87 23.88
## 495 2017-12-18 70.8660 NA 31.66 24.11
## 496 2017-12-19 70.5169 NA 32.02 24.20
## 497 2017-12-20 70.7351 NA 32.03 24.06
## 498 2017-12-21 70.6915 NA 32.44 24.05
## 499 2017-12-22 70.9533 NA 32.36 24.10
## 500 2017-12-25 71.0842 NA 32.28 24.05
## 501 2017-12-26 70.3860 NA 32.30 23.97
## 502 2017-12-27 70.6042 NA 32.17 24.05
## 503 2017-12-28 71.3024 NA 32.10 23.98
## 504 2017-12-29 71.6951 NA 32.02 23.89
## 505 2018-01-02 72.0878 NA 32.55 23.69
## 506 2018-01-03 72.7424 NA 32.85 23.80
## 507 2018-01-04 72.8733 NA 32.87 24.01
## 508 2018-01-05 73.0915 NA 33.06 24.12
## 509 2018-01-08 73.3969 NA 33.19 24.21
## 510 2018-01-09 73.4406 NA 33.22 24.24
## 511 2018-01-10 73.0915 NA 33.22 24.32
## 512 2018-01-11 72.7860 NA 33.30 24.33
## 513 2018-01-12 73.3969 NA 33.63 24.49
## 514 2018-01-15 73.8769 NA 34.20 24.62
## 515 2018-01-16 74.1824 NA 34.20 24.64
## 516 2018-01-17 74.3133 NA 34.42 24.49
## 517 2018-01-18 75.3169 NA 34.55 24.78
## 518 2018-01-19 76.0588 NA 34.92 24.58
## 519 2018-01-22 76.7570 NA 34.91 24.55
## 520 2018-01-23 77.0624 NA 35.18 24.85
## 521 2018-01-24 76.1024 NA 35.35 24.80
## 522 2018-01-25 76.3206 NA 35.16 24.79
## 523 2018-01-26 76.3642 NA 35.48 24.77
## 524 2018-01-29 76.5881 NA 35.40 25.00
## 525 2018-01-30 75.6929 NA 34.81 24.80
## 526 2018-01-31 75.7824 NA 34.76 24.75
## 527 2018-02-01 76.3196 NA 34.78 24.82
## 528 2018-02-02 76.0062 NA 34.89 24.70
## 529 2018-02-05 74.8424 NA 35.13 24.20
## 530 2018-02-06 71.3062 NA 34.35 23.60
## 531 2018-02-07 72.2014 NA 34.25 23.42
## 532 2018-02-08 72.1567 NA 32.95 23.64
## 533 2018-02-09 70.7690 NA 31.10 22.85
## 534 2018-02-12 71.3509 NA 31.50 23.10
## 535 2018-02-21 72.9624 NA 32.60 23.69
## 536 2018-02-22 72.5148 NA 32.72 23.69
## 537 2018-02-23 73.4100 NA 32.99 23.78
## 538 2018-02-26 73.7681 NA 33.48 24.12
## 539 2018-02-27 73.7233 NA 33.24 24.30
## 540 2018-03-01 73.1862 NA 32.71 23.88
## 541 2018-03-02 72.6491 NA 32.41 23.55
## 542 2018-03-05 72.2910 NA 32.27 23.58
## 543 2018-03-06 73.5443 NA 32.61 23.80
## 544 2018-03-07 73.2310 NA 32.60 23.66
## 545 2018-03-08 74.0814 NA 32.81 23.92
## 546 2018-03-09 74.1710 NA 32.94 24.05
## 547 2018-03-12 75.3348 NA 33.16 24.57
## 548 2018-03-13 76.0510 NA 33.05 24.54
## 549 2018-03-14 75.4691 NA 32.75 24.34
## 550 2018-03-15 75.4243 NA 32.88 24.24
## 551 2018-03-16 75.1110 NA 32.77 24.21
## 552 2018-03-19 75.0662 NA 32.54 24.13
## 553 2018-03-20 75.0214 NA 32.68 23.92
## 554 2018-03-21 75.0662 NA 32.89 23.94
## 555 2018-03-22 74.7976 NA 32.29 23.87
## 556 2018-03-23 73.4995 NA 31.26 23.30
## 557 2018-03-26 73.5891 NA 31.11 23.30
## 558 2018-03-27 74.6633 NA 31.69 23.45
## 559 2018-03-28 73.6338 NA 31.20 22.96
## 560 2018-03-29 73.4995 NA 31.17 23.29
## 561 2018-03-30 74.1710 NA 31.62 23.26
## 562 2018-03-31 74.2605 NA 31.53 23.31
## 563 2018-04-02 73.6338 NA 31.59 23.23
## 564 2018-04-03 72.9624 NA 31.18 22.80
## 565 2018-04-09 73.5891 NA 31.34 23.09
## 566 2018-04-10 73.8576 NA 31.50 23.29
## 567 2018-04-11 74.1710 NA 32.01 23.25
## 568 2018-04-12 73.8576 NA 31.87 23.30
## 569 2018-04-13 73.8576 NA 31.78 23.50
## 570 2018-04-16 73.6786 NA 31.21 23.54
## 571 2018-04-17 72.8729 NA 31.03 23.68
## 572 2018-04-18 73.0519 NA 30.65 23.85
## 573 2018-04-19 73.9919 NA 31.26 23.95
## 574 2018-04-20 72.2910 NA 30.82 23.81
## 575 2018-04-23 71.5748 NA 30.81 23.76
## 576 2018-04-24 71.2167 NA 31.50 23.85
## 577 2018-04-25 70.9928 NA 31.41 23.50
## 578 2018-04-26 70.7690 NA 31.03 23.60
## 579 2018-04-27 70.9033 NA 30.64 23.79
## 580 2018-04-30 71.6195 NA 31.10 23.85
## 581 2018-05-02 71.0824 NA 30.83 23.74
## 582 2018-05-03 70.3214 NA 30.80 23.62
## 583 2018-05-04 70.6795 NA 30.91 23.50
## 584 2018-05-07 71.1719 NA 31.26 23.90
## 585 2018-05-08 71.6195 NA 31.76 23.91
## 586 2018-05-09 72.0224 NA 31.76 24.02
## 587 2018-05-10 72.2014 NA 31.83 24.34
## 588 2018-05-11 73.0519 NA 31.88 24.41
## 589 2018-05-14 73.8576 NA 32.11 24.51
## 590 2018-05-15 73.0967 NA 32.03 24.42
## 591 2018-05-16 73.1862 NA 32.16 24.39
## 592 2018-05-17 72.6938 NA 31.92 24.54
## 593 2018-05-18 72.4700 NA 31.88 24.50
## 594 2018-05-21 73.4548 NA 32.42 24.61
## 595 2018-05-22 73.1862 NA 32.08 24.66
## 596 2018-05-23 72.8281 NA 31.81 24.50
## 597 2018-05-24 73.0071 NA 31.61 24.59
## 598 2018-05-25 73.2757 NA 31.59 24.61
## 599 2018-05-28 73.5891 NA 31.55 24.60
## 600 2018-05-29 73.2757 NA 31.27 24.51
## 601 2018-05-30 71.9776 NA 30.85 24.36
## 602 2018-05-31 72.2910 NA 31.20 24.54
## 603 2018-06-01 72.8281 NA 30.88 24.40
## 604 2018-06-04 73.9472 NA 31.18 24.54
## 605 2018-06-05 73.8576 NA 31.29 24.60
## 606 2018-06-06 74.5738 NA 31.37 24.68
## 607 2018-06-07 74.7081 NA 31.44 24.87
## 608 2018-06-08 73.9024 NA 30.95 24.85
## 609 2018-06-11 73.9919 NA 30.95 24.90
## 610 2018-06-12 73.8576 NA 31.24 25.01
## 611 2018-06-13 74.3053 NA 31.17 25.05
## 612 2018-06-14 73.1862 NA 31.09 24.95
## 613 2018-06-15 73.3652 NA 31.05 25.10
## 614 2018-06-19 72.1567 NA 30.29 24.95
## 615 2018-06-20 72.9624 NA 30.02 25.17
## 616 2018-06-21 72.7386 NA 30.09 25.28
## 617 2018-06-22 72.6491 NA 29.90 25.12
## 618 2018-06-25 72.4252 NA 29.76 25.08
## 619 2018-06-26 72.2462 NA 29.01 24.91
## 620 2018-06-27 71.9776 NA 28.39 24.94
## 621 2018-06-28 71.6643 NA 28.30 24.94
## 622 2018-06-29 72.9176 NA 28.54 25.01
## 623 2018-07-02 72.5595 NA 27.98 24.85
## 624 2018-07-03 72.6491 NA 27.46 25.11
## 625 2018-07-04 72.8729 NA 27.70 24.92
## 626 2018-07-05 72.2910 NA 27.48 24.96
## 627 2018-07-06 72.4700 NA 27.79 25.19
## 628 2018-07-09 73.6338 NA 28.24 25.30
## 629 2018-07-10 73.8129 NA 28.30 25.47
## 630 2018-07-11 73.1414 NA 27.89 25.46
## 631 2018-07-12 73.9919 NA 28.56 25.52
## 632 2018-07-13 74.6186 NA 28.60 25.71
## 633 2018-07-16 74.3053 NA 28.27 25.70
## 634 2018-07-17 73.9024 NA 28.16 25.72
## 635 2018-07-18 74.3500 NA 28.16 25.88
## 636 2018-07-19 74.5738 NA 27.98 25.96
## 637 2018-07-20 75.7824 NA 28.07 25.83
## 638 2018-07-23 76.3240 NA 28.66 25.72
## 639 2018-07-24 76.4595 NA 29.13 25.93
## 640 2018-07-25 76.5046 NA 29.13 25.90
## 641 2018-07-26 76.7303 NA 28.84 26.08
## 642 2018-07-27 77.3622 NA 28.73 26.08
## 643 2018-07-30 77.2268 NA 28.70 25.85
## 644 2018-07-31 77.2268 NA 28.67 25.86
## 645 2018-08-01 77.7684 NA 28.62 25.95
## 646 2018-08-02 76.5949 NA 27.48 25.90
## 647 2018-08-03 77.2268 NA 27.48 26.10
## 648 2018-08-06 77.3622 NA 27.24 26.10
## 649 2018-08-07 77.1816 NA 27.28 26.22
## 650 2018-08-08 77.7684 NA 27.51 26.30
## 651 2018-08-09 77.7684 NA 27.89 26.32
## 652 2018-08-10 77.3622 NA 27.70 26.22
## 653 2018-08-13 75.7824 NA 27.34 26.13
## 654 2018-08-14 76.3240 NA 27.36 26.16
## 655 2018-08-15 75.6019 NA 26.94 26.30
## 656 2018-08-16 75.6470 NA 27.02 26.24
## 657 2018-08-17 75.5116 NA 26.72 26.33
## 658 2018-08-20 75.7824 NA 26.60 26.42
## 659 2018-08-21 76.3240 NA 27.35 26.44
## 660 2018-08-22 76.4143 NA 27.20 26.43
## 661 2018-08-23 76.7754 NA 27.25 26.45
## 662 2018-08-24 76.5497 NA 27.29 26.50
## 663 2018-08-27 77.2268 NA 27.96 26.73
## 664 2018-08-28 77.8587 NA 28.01 27.03
## 665 2018-08-29 78.7614 NA 27.97 26.89
## 666 2018-08-30 79.0322 NA 27.70 26.94
## 667 2018-08-31 78.4905 NA 27.70 26.91
## 668 2018-09-03 78.0392 NA 27.27 26.91
## 669 2018-09-04 78.5357 NA 27.65 26.96
## 670 2018-09-05 78.5357 NA 27.50 26.88
## 671 2018-09-06 78.0843 NA 27.20 26.80
## 672 2018-09-07 77.9941 NA 27.22 26.68
## 673 2018-09-10 77.6330 NA 26.99 26.65
## 674 2018-09-11 77.3170 NA 26.83 26.81
## 675 2018-09-12 77.2268 NA 26.58 26.85
## 676 2018-09-13 76.6851 NA 26.70 26.81
## 677 2018-09-14 78.0843 NA 27.05 26.98
## 678 2018-09-17 77.4976 NA 26.82 26.98
## 679 2018-09-18 77.0913 NA 26.87 26.78
## 680 2018-09-19 77.7684 NA 27.60 26.94
## 681 2018-09-20 77.5427 NA 27.53 27.00
## 682 2018-09-21 78.4003 NA 28.20 27.22
## 683 2018-09-25 78.6260 NA 28.05 27.06
## 684 2018-09-26 78.4454 NA 28.59 27.05
## 685 2018-09-27 78.8516 NA 28.30 26.86
## 686 2018-09-28 78.4454 NA 28.48 26.87
## 687 2018-10-01 78.8516 NA 28.41 27.01
## 688 2018-10-02 77.6781 NA 27.93 27.00
## 689 2018-10-03 77.5878 NA 27.81 26.99
## 690 2018-10-04 76.6400 NA 27.53 27.10
## 691 2018-10-05 75.3311 NA 27.30 27.00
## 692 2018-10-08 74.9248 NA 27.57 26.90
## 693 2018-10-09 75.1505 NA 27.37 26.95
## 694 2018-10-11 69.8697 NA 26.19 25.86
## 695 2018-10-12 72.2619 NA 26.47 25.80
## 696 2018-10-15 71.4946 NA 26.25 25.71
## 697 2018-10-16 71.5848 NA 26.24 25.71
## 698 2018-10-17 71.6751 NA 25.79 26.16
## 699 2018-10-18 71.4494 NA 25.64 26.16
## 700 2018-10-19 71.5848 NA 25.80 25.96
## 701 2018-10-22 71.4946 NA 27.35 25.90
## 702 2018-10-23 70.1856 NA 26.86 25.83
## 703 2018-10-24 69.8697 NA 26.88 25.58
## 704 2018-10-25 68.1545 NA 26.25 24.97
## 705 2018-10-26 68.0643 NA 26.48 24.97
## 706 2018-10-29 68.3802 NA 25.99 24.89
## 707 2018-10-30 68.5607 NA 26.30 24.97
## 708 2018-10-31 70.0051 NA 26.35 25.17
## 709 2018-11-01 70.7724 NA 26.76 25.42
## 710 2018-11-02 70.9981 NA 27.18 25.54
## 711 2018-11-05 70.6370 NA 27.01 25.20
## 712 2018-11-06 70.4113 NA 26.85 25.44
## 713 2018-11-07 70.7724 NA 27.05 25.73
## 714 2018-11-08 71.1786 NA 26.93 26.12
## 715 2018-11-09 70.2308 NA 26.39 26.05
## 716 2018-11-12 70.4113 NA 26.48 25.95
## 717 2018-11-13 69.5989 NA 26.84 25.50
## 718 2018-11-14 69.8245 NA 26.79 25.45
## 719 2018-11-15 70.0502 NA 26.83 25.20
## 720 2018-11-16 69.4635 NA 27.03 25.39
## 721 2018-11-19 69.2378 NA 27.10 25.48
## 722 2018-11-20 68.6059 NA 26.82 25.05
## 723 2018-11-21 68.6059 NA 26.67 24.77
## 724 2018-11-22 68.2448 NA 26.67 24.80
## 725 2018-11-23 68.0191 NA 26.39 24.68
## 726 2018-11-26 68.7413 NA 26.31 24.73
## 727 2018-11-27 68.6510 NA 26.26 24.93
## 728 2018-11-28 69.4183 NA 26.36 25.10
## 729 2018-11-29 69.5537 NA 26.33 25.43
## 730 2018-11-30 69.2829 NA 26.17 25.47
## 731 2018-12-03 71.1335 NA 27.11 26.05
## 732 2018-12-04 70.6370 NA 27.10 25.73
## 733 2018-12-05 69.1926 NA 27.14 25.24
## 734 2018-12-06 67.7934 NA 26.67 24.92
## 735 2018-12-07 68.1094 NA 26.65 25.19
## 736 2018-12-10 67.2067 NA 26.23 24.37
## 737 2018-12-11 67.7483 NA 26.26 24.59
## 738 2018-12-12 68.7864 NA 26.53 24.73
## 739 2018-12-13 68.8767 NA 26.90 24.85
## 740 2018-12-14 68.0191 NA 26.64 24.56
## 741 2018-12-17 68.5607 NA 26.53 24.36
## 742 2018-12-18 67.9740 NA 26.16 23.85
## 743 2018-12-19 68.5156 NA 26.02 23.89
## 744 2018-12-20 67.7483 NA 25.50 23.30
## 745 2018-12-21 67.8837 NA 25.32 23.06
## 746 2018-12-22 67.5678 NA 25.10 23.15
## 747 2018-12-24 67.4324 NA 25.30 22.74
## 748 2018-12-25 66.5748 NA 24.96 22.47
## 749 2018-12-26 66.3942 NA 25.03 22.19
## 750 2018-12-27 67.7483 NA 25.17 23.06
## 751 2018-12-28 68.1545 NA 25.23 23.23
## 752 2019-01-02 66.8456 NA 24.94 23.11
## 753 2019-01-03 66.2137 NA 24.94 23.03
## 754 2019-01-04 65.1756 NA 25.39 22.90
## 755 2019-01-07 66.7553 NA 25.58 23.57
## 756 2019-01-08 66.4845 NA 25.54 23.86
## 757 2019-01-09 67.7032 NA 26.10 24.03
## 758 2019-01-10 67.5226 NA 25.96 23.95
## 759 2019-01-11 68.1545 NA 26.14 23.99
## 760 2019-01-14 67.7032 NA 26.02 23.85
## 761 2019-01-15 68.2899 NA 26.33 24.06
## 762 2019-01-16 68.1997 NA 26.43 24.27
## 763 2019-01-17 68.1997 NA 26.51 24.29
## 764 2019-01-18 68.5607 NA 26.68 24.53
## 765 2019-01-21 69.0572 NA 26.85 24.72
## 766 2019-01-22 68.9176 NA 26.56 24.63
## 767 2019-01-23 68.5919 NA 26.54 24.51
## 768 2019-01-24 68.9176 NA 26.74 24.51
## 769 2019-01-25 69.8017 NA 27.11 24.61
## 770 2019-01-28 69.9414 NA 27.07 24.60
## 771 2019-01-29 69.3364 NA 27.03 24.46
## 772 2019-01-30 69.1968 NA 27.12 24.50
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## 774 2019-02-12 70.4067 NA 27.72 25.30
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## 776 2019-02-14 70.0344 NA 28.35 25.63
## 777 2019-02-15 69.8483 NA 27.93 25.44
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## 780 2019-02-20 71.0582 NA 28.80 25.75
## 781 2019-02-21 71.7562 NA 29.30 25.93
## 782 2019-02-22 71.6166 NA 28.90 25.80
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## 784 2019-02-26 72.3146 NA 31.31 25.86
## 785 2019-02-27 72.2681 NA 31.46 25.88
## 786 2019-03-04 71.6166 NA 32.30 26.08
## 787 2019-03-05 71.4305 NA 31.72 25.94
## 788 2019-03-06 71.6166 NA 31.80 25.93
## 789 2019-03-07 71.3374 NA 31.63 25.83
## 790 2019-03-08 70.7324 NA 30.77 25.64
## 791 2019-03-11 70.8720 NA 30.82 25.61
## 792 2019-03-12 71.8958 NA 31.48 26.06
## 793 2019-03-13 71.7562 NA 31.24 26.07
## 794 2019-03-14 71.7097 NA 31.03 26.22
## 795 2019-03-15 72.2215 NA 31.18 26.29
## 796 2019-03-18 72.6869 NA 31.65 26.29
## 797 2019-03-19 72.9661 NA 31.80 26.34
## 798 2019-03-20 73.0592 NA 31.35 26.32
## 799 2019-03-21 73.6641 NA 31.83 26.31
## 800 2019-03-22 73.8503 NA 31.60 26.59
## 801 2019-03-25 72.7334 NA 31.15 26.04
## 802 2019-03-26 73.1988 NA 30.86 26.18
## 803 2019-03-27 73.0592 NA 30.95 26.33
## 804 2019-03-28 73.0592 NA 30.84 26.16
## 805 2019-03-29 73.6641 NA 31.68 26.32
## 806 2019-04-01 74.3156 NA 32.70 26.56
## 807 2019-04-02 74.5948 NA 32.73 26.72
## 808 2019-04-03 74.5948 NA 32.80 26.78
## 809 2019-04-08 75.2928 NA 33.16 26.93
## 810 2019-04-09 75.7582 NA 33.57 26.92
## 811 2019-04-10 75.8512 NA 33.49 26.90
## 812 2019-04-11 75.5255 NA 33.18 26.89
## 813 2019-04-12 75.4790 NA 32.99 26.93
## 814 2019-04-15 76.1770 NA 33.46 27.13
## 815 2019-04-16 76.4096 NA 33.65 27.13
## 816 2019-04-17 77.0146 NA 33.89 27.12
## 817 2019-04-18 76.9681 NA 33.71 27.00
## 818 2019-04-19 77.0611 NA 33.87 27.12
## 819 2019-04-22 76.9681 NA 33.37 27.08
## 820 2019-04-23 77.2938 NA 33.35 27.15
## 821 2019-04-24 77.4334 NA 33.20 27.41
## 822 2019-04-25 77.6195 NA 33.11 27.39
## 823 2019-04-26 76.7354 NA 32.64 27.36
## 824 2019-04-29 77.0611 NA 32.79 27.49
## 825 2019-04-30 77.0611 NA 32.59 27.47
## 826 2019-05-02 77.2473 NA 32.48 27.34
## 827 2019-05-03 77.9453 NA 32.51 27.29
## 828 2019-05-06 76.5958 NA 30.43 27.04
## 829 2019-05-07 77.3869 NA 30.49 27.21
## 830 2019-05-08 76.8285 NA 30.52 27.02
## 831 2019-05-09 75.8978 NA 29.88 26.89
## 832 2019-05-10 75.8512 NA 30.18 26.82
## 833 2019-05-13 74.5948 NA 29.87 26.81
## 834 2019-05-14 74.1295 NA 30.05 26.61
## 835 2019-05-15 74.2225 NA 30.36 26.72
## 836 2019-05-16 73.5710 NA 30.45 26.77
## 837 2019-05-17 72.8265 NA 30.13 27.16
## 838 2019-05-20 72.7800 NA 29.64 27.23
## 839 2019-05-21 72.9661 NA 30.21 27.11
## 840 2019-05-22 72.9661 NA 30.14 27.31
## 841 2019-05-23 71.6166 NA 29.86 27.13
## 842 2019-05-24 71.9889 NA 29.80 26.99
## 843 2019-05-27 71.8027 NA 30.04 26.87
## 844 2019-05-28 71.7562 NA 30.49 26.99
## 845 2019-05-29 71.4305 NA 30.40 26.68
## 846 2019-05-30 72.0354 NA 30.24 26.64
## 847 2019-05-31 73.0126 NA 30.34 26.51
## 848 2019-06-03 73.1057 NA 30.20 26.12
## 849 2019-06-04 72.6404 NA 30.00 26.20
## 850 2019-06-05 72.8730 NA 30.10 26.69
## 851 2019-06-06 72.3146 NA 29.84 26.85
## 852 2019-06-10 73.5710 NA 30.06 27.42
## 853 2019-06-11 73.8968 NA 30.61 27.55
## 854 2019-06-12 74.1760 NA 30.66 27.49
## 855 2019-06-13 73.5710 NA 30.67 27.41
## 856 2019-06-14 73.4314 NA 30.68 27.58
## 857 2019-06-17 73.2453 NA 30.63 27.72
## 858 2019-06-18 73.4314 NA 30.60 27.60
## 859 2019-06-19 75.1532 NA 31.28 27.88
## 860 2019-06-20 75.2463 NA 31.77 27.79
## 861 2019-06-21 75.2463 NA 31.89 27.70
## 862 2019-06-24 75.5720 NA 31.91 27.84
## 863 2019-06-25 75.1532 NA 31.47 27.71
## 864 2019-06-26 74.7809 NA 31.68 27.55
## 865 2019-06-27 75.8512 NA 31.88 27.63
## 866 2019-06-28 75.2928 NA 31.77 27.69
## 867 2019-07-01 76.9215 NA 32.66 27.94
## 868 2019-07-02 76.7354 NA 32.55 27.90
## 869 2019-07-03 75.8512 NA 32.44 28.03
## 870 2019-07-04 76.3166 NA 32.27 28.36
## 871 2019-07-05 76.2235 NA 32.40 28.40
## 872 2019-07-08 75.9443 NA 31.69 28.19
## 873 2019-07-09 75.8512 NA 31.50 28.09
## 874 2019-07-10 76.5027 NA 31.58 28.16
## 875 2019-07-11 77.1077 NA 31.61 28.33
## 876 2019-07-12 77.0146 NA 31.75 28.30
## 877 2019-07-15 77.4334 NA 31.89 28.40
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## 879 2019-07-17 77.0611 NA 31.64 28.32
## 880 2019-07-18 76.9681 NA 31.48 28.09
## 881 2019-07-19 77.9067 NA 31.74 28.25
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## 884 2019-07-24 78.4230 NA 31.84 28.26
## 885 2019-07-25 78.6576 NA 31.98 28.45
## 886 2019-07-26 78.1414 NA 32.07 28.38
## 887 2019-07-29 78.3291 NA 32.10 28.49
## 888 2019-07-30 78.0944 NA 32.21 28.53
## 889 2019-07-31 77.7190 NA 31.99 28.46
## 890 2019-08-01 77.2497 NA 31.65 28.15
## 891 2019-08-02 75.9825 NA 31.05 27.95
## 892 2019-08-05 75.2316 NA 30.60 27.81
## 893 2019-08-06 75.1847 NA 29.98 27.25
## 894 2019-08-07 74.8092 NA 29.90 27.34
## 895 2019-08-08 75.7009 NA 30.10 27.58
## 896 2019-08-12 75.6540 NA 30.00 27.77
## 897 2019-08-13 74.8092 NA 29.95 27.58
## 898 2019-08-14 75.3724 NA 30.23 27.78
## 899 2019-08-15 74.5276 NA 30.14 27.27
## 900 2019-08-16 75.4193 NA 30.57 27.32
## 901 2019-08-19 75.8417 NA 30.94 27.63
## 902 2019-08-20 76.0294 NA 31.07 27.90
## 903 2019-08-21 76.1233 NA 30.94 27.72
## 904 2019-08-22 75.9356 NA 30.79 27.84
## 905 2019-08-23 76.0294 NA 31.12 27.94
## 906 2019-08-26 74.7623 NA 30.57 27.07
## 907 2019-08-27 74.9500 NA 30.85 27.48
## 908 2019-08-28 75.4663 NA 30.68 27.47
## 909 2019-08-29 75.6070 NA 30.63 27.55
## 910 2019-08-30 76.8273 NA 30.76 27.80
## 911 2019-09-02 76.8742 NA 30.96 27.79
## 912 2019-09-03 76.2172 NA 30.80 27.71
## 913 2019-09-04 77.1089 NA 31.01 27.83
## 914 2019-09-05 77.9067 NA 31.81 28.11
## 915 2019-09-06 78.3760 NA 31.67 28.27
## 916 2019-09-09 78.6576 NA 31.89 28.30
## 917 2019-09-10 78.2822 NA 31.81 28.21
## 918 2019-09-11 78.3291 NA 31.87 28.28
## 919 2019-09-12 78.7515 NA 31.88 28.35
## 920 2019-09-16 79.2208 NA 31.94 28.08
## 921 2019-09-17 79.0800 NA 31.55 28.14
## 922 2019-09-18 79.7370 NA 31.36 28.20
## 923 2019-09-19 79.2677 NA 31.26 28.22
## 924 2019-09-20 79.5024 NA 31.49 28.27
## 925 2019-09-23 79.3147 NA 30.95 28.24
## 926 2019-09-24 79.4555 NA 31.23 28.24
## 927 2019-09-25 78.9392 NA 31.10 27.99
## 928 2019-09-26 79.1269 NA 30.99 28.01
## 929 2019-09-27 79.4085 NA 30.82 28.05
## 930 2019-10-01 80.6757 NA 30.67 28.13
## 931 2019-10-02 80.3941 NA 30.53 27.83
## 932 2019-10-03 79.5962 NA 30.28 27.37
## 933 2019-10-04 79.9248 NA 30.37 27.48
## 934 2019-10-07 80.2064 NA 30.31 27.60
## 935 2019-10-08 81.1919 NA 30.76 27.65
## 936 2019-10-09 80.5349 NA 30.45 27.25
## 937 2019-10-14 82.1775 NA 31.48 27.72
## 938 2019-10-15 82.3183 NA 31.34 27.66
## 939 2019-10-16 82.6937 NA 30.96 27.80
## 940 2019-10-17 82.7407 NA 30.99 27.76
## 941 2019-10-18 82.5529 NA 30.87 27.82
## 942 2019-10-21 82.4591 NA 30.63 27.80
## 943 2019-10-22 83.2569 NA 30.58 27.97
## 944 2019-10-23 83.0223 NA 30.66 27.82
## 945 2019-10-24 83.3508 NA 30.52 27.90
## 946 2019-10-25 83.3508 NA 30.62 27.97
## 947 2019-10-28 83.7262 NA 31.00 28.11
## 948 2019-10-29 83.9609 NA 30.90 28.20
## 949 2019-10-30 84.3364 NA 30.62 28.12
## 950 2019-10-31 84.5710 NA 30.64 28.12
## 951 2019-11-01 84.5710 NA 30.96 28.14
## 952 2019-11-04 86.5421 NA 31.33 28.33
## 953 2019-11-05 87.1992 NA 31.74 28.44
## 954 2019-11-06 87.6216 NA 31.62 28.27
## 955 2019-11-07 87.1523 NA 31.40 28.33
## 956 2019-11-08 86.8707 NA 31.62 28.34
## 957 2019-11-11 85.5566 NA 31.07 28.39
## 958 2019-11-12 86.3544 NA 30.90 28.43
## 959 2019-11-13 85.8382 NA 30.83 28.50
## 960 2019-11-14 85.7912 NA 30.91 28.63
## 961 2019-11-15 86.6360 NA 30.97 28.79
## 962 2019-11-18 87.1992 NA 31.00 28.90
## 963 2019-11-19 87.8562 NA 31.12 29.02
## 964 2019-11-20 87.5277 NA 30.90 28.94
## 965 2019-11-21 86.8237 NA 30.70 28.90
## 966 2019-11-22 86.8707 NA 30.60 28.90
## 967 2019-11-25 86.9176 NA 30.67 29.01
## 968 2019-11-26 87.1523 NA 30.79 29.15
## 969 2019-11-27 87.4808 NA 30.76 29.23
## 970 2019-11-28 87.2461 NA 30.62 29.23
## 971 2019-11-29 85.8851 NA 30.19 29.26
## 972 2019-12-02 86.4014 NA 30.32 29.28
## 973 2019-12-03 86.4014 NA 30.27 28.97
## 974 2019-12-04 86.0728 NA 30.20 28.73
## 975 2019-12-05 87.1992 NA 30.32 28.85
## 976 2019-12-06 87.3400 NA 30.55 28.95
## 977 2019-12-09 87.9032 NA 30.61 29.14
## 978 2019-12-10 87.2931 NA 30.65 29.13
## 979 2019-12-11 87.9970 NA 30.73 29.11
## 980 2019-12-12 89.9682 NA 30.64 29.08
## 981 2019-12-13 90.9537 NA 31.13 29.29
## 982 2019-12-16 90.9068 NA 31.14 29.24
## 983 2019-12-17 92.1270 NA 31.69 29.36
## 984 2019-12-18 92.1740 NA 31.50 29.33
## 985 2019-12-19 91.6577 NA 31.30 29.30
## 986 2019-12-20 91.0007 NA 31.40 29.45
## 987 2019-12-23 91.1884 NA 31.07 29.64
## 988 2019-12-24 91.2353 NA 30.96 29.60
## 989 2019-12-25 91.3761 NA 31.00 29.52
## 990 2019-12-26 91.3761 NA 31.12 29.60
## 991 2019-12-27 91.9862 NA 31.45 29.76
## 992 2019-12-30 91.7985 NA 31.68 29.66
## 993 2019-12-31 91.0007 NA 31.59 29.46
## 994 2020-01-02 91.6577 NA 32.13 29.64
## 995 2020-01-03 91.6577 NA 32.08 29.62
## 996 2020-01-06 90.4844 NA 32.19 29.50
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## 998 2020-01-08 89.7804 NA 31.84 29.44
## 999 2020-01-09 91.0007 NA 32.06 29.71
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## 1001 2020-01-13 91.9862 NA 32.18 29.79
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## 1003 2020-01-15 91.6108 NA 31.87 29.82
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## 1005 2020-01-17 91.3292 NA 31.99 30.25
## 1006 2020-01-20 91.7046 NA 32.21 30.34
## 1007 2020-01-30 86.4952 NA 28.60 29.87
## 1008 2020-01-31 87.1736 NA 28.74 30.24
## 1009 2020-02-03 86.3014 NA 28.32 30.04
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## 1011 2020-02-05 88.0458 NA 29.09 30.12
## 1012 2020-02-06 89.4511 NA 29.49 30.62
## 1013 2020-02-07 88.3850 NA 29.41 30.64
## 1014 2020-02-10 88.1912 NA 29.56 30.51
## 1015 2020-02-11 88.9180 NA 29.98 30.79
## 1016 2020-02-12 89.7903 NA 30.06 30.78
## 1017 2020-02-13 89.9356 NA 29.94 30.77
## 1018 2020-02-14 90.0810 NA 30.12 31.02
## 1019 2020-02-17 89.4511 NA 30.60 31.03
## 1020 2020-02-18 88.2397 NA 30.47 30.92
## 1021 2020-02-19 89.2572 NA 30.77 31.10
## 1022 2020-02-20 88.8696 NA 30.82 31.18
## 1023 2020-02-21 88.4335 NA 31.36 31.13
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## 1025 2020-02-25 87.5613 NA 30.69 30.27
## 1026 2020-02-26 86.6890 NA 30.87 29.90
## 1027 2020-02-27 85.9137 NA 30.70 28.70
## 1028 2020-03-02 84.6539 NA 30.55 27.62
## 1029 2020-03-03 85.8653 NA 30.79 28.30
## 1030 2020-03-04 86.4468 NA 30.78 27.92
## 1031 2020-03-05 87.4159 NA 31.66 28.45
## 1032 2020-03-06 85.6230 NA 31.30 27.38
## 1033 2020-03-09 83.2002 NA 30.08 25.98
## 1034 2020-03-10 83.6363 NA 30.76 26.11
## 1035 2020-03-11 82.6671 NA 30.52 25.69
## 1036 2020-03-12 79.6144 NA 29.72 24.28
## 1037 2020-03-13 78.4999 NA 29.65 23.45
## 1038 2020-03-16 74.9141 NA 28.88 22.88
## 1039 2020-03-17 72.5397 NA 28.35 22.94
## 1040 2020-03-18 70.5530 NA 28.22 22.38
## 1041 2020-03-19 66.4341 NA 26.75 21.49
## 1042 2020-03-20 71.7159 NA 27.46 22.40
## 1043 2020-03-23 68.6147 NA 26.80 20.48
## 1044 2020-03-24 71.9582 NA 27.24 21.49
## 1045 2020-03-25 74.4779 NA 28.10 22.45
## 1046 2020-03-26 74.8171 NA 28.11 22.71
## 1047 2020-03-27 74.2357 NA 28.24 23.57
## 1048 2020-03-30 73.5088 NA 27.89 23.58
## 1049 2020-03-31 73.7996 NA 27.94 24.09
## 1050 2020-04-01 73.5573 NA 28.00 23.38
## 1051 2020-04-06 74.6718 NA 28.28 23.90
## 1052 2020-04-07 76.0770 NA 28.52 24.38
## 1053 2020-04-08 77.1431 NA 28.52 24.59
## 1054 2020-04-09 76.8039 NA 28.49 25.16
## 1055 2020-04-10 76.8523 NA 28.45 25.57
## 1056 2020-04-13 76.3678 NA 28.21 25.28
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## 1058 2020-04-15 78.6937 NA 28.47 25.92
## 1059 2020-04-16 78.3060 NA 28.42 25.61
## 1060 2020-04-17 80.6804 NA 28.85 26.53
## 1061 2020-04-20 80.4381 NA 28.77 26.36
## 1062 2020-04-21 78.1122 NA 28.32 25.77
## 1063 2020-04-22 78.1122 NA 28.50 25.23
## 1064 2020-04-23 78.4029 NA 28.69 25.75
## 1065 2020-04-24 78.4029 NA 28.43 25.50
## 1066 2020-04-27 80.0020 NA 28.75 26.29
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## 1068 2020-04-29 81.1165 NA 28.72 26.48
## 1069 2020-04-30 82.8610 NA 29.08 26.93
## 1070 2020-05-04 80.4381 NA 27.78 25.66
## 1071 2020-05-05 80.8258 NA 27.79 26.18
## 1072 2020-05-06 80.9227 NA 28.83 26.35
## 1073 2020-05-07 81.2619 NA 28.89 26.18
## 1074 2020-05-08 81.7465 NA 29.39 26.60
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## 1078 2020-05-14 80.7289 NA 28.90 25.80
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## 1080 2020-05-18 80.5835 NA 29.01 26.41
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## 1084 2020-05-22 80.3897 NA 28.33 26.70
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## 1088 2020-05-28 81.2619 NA 28.39 27.86
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## 1092 2020-06-03 84.1208 NA 29.45 28.17
## 1093 2020-06-04 84.8961 NA 29.20 28.42
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## 1095 2020-06-08 86.7375 NA 29.41 28.96
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## 1108 2020-06-29 86.3498 NA 29.61 27.22
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## 1117 2020-07-10 91.7285 NA 34.93 28.17
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## 1138 2020-08-10 103.0840 NA 34.52 30.11
## 1139 2020-08-11 102.3030 NA 34.82 30.20
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## 1141 2020-08-13 101.7661 NA 34.15 30.30
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## 1145 2020-08-19 101.7661 NA 35.38 30.43
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## 1154 2020-09-01 100.8876 NA 35.85 31.43
## 1155 2020-09-02 100.5459 NA 35.87 31.72
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## 1157 2020-09-04 100.1066 NA 35.13 30.90
## 1158 2020-09-07 99.9602 NA 35.24 30.62
## 1159 2020-09-08 100.5459 NA 34.78 30.80
## 1160 2020-09-09 99.8626 NA 34.47 30.07
## 1161 2020-09-10 100.7412 NA 34.60 30.47
## 1162 2020-09-11 100.7900 NA 34.38 30.17
## 1163 2020-09-14 102.0590 NA 34.74 30.24
## 1164 2020-09-15 102.4495 NA 35.11 30.36
## 1165 2020-09-16 104.0113 NA 35.14 30.48
## 1166 2020-09-17 102.8887 NA 34.68 30.13
## 1167 2020-09-18 102.7911 NA 35.34 29.97
## 1168 2020-09-21 101.9614 NA 35.15 29.47
## 1169 2020-09-22 100.6435 NA 34.99 29.36
## 1170 2020-09-23 100.4971 NA 34.71 29.75
## 1171 2020-09-24 98.0567 NA 34.25 29.05
## 1172 2020-09-25 98.2519 NA 34.10 29.23
## 1173 2020-09-28 99.8626 NA 34.37 29.68
## 1174 2020-09-29 100.1066 NA 34.08 29.88
## 1175 2020-09-30 100.5459 NA 34.12 29.46
## 1176 2020-10-05 100.5947 NA 34.17 29.80
## 1177 2020-10-06 101.7661 NA 34.32 30.03
## 1178 2020-10-07 102.3030 NA 34.39 29.75
## 1179 2020-10-08 103.6697 NA 34.38 30.14
## 1180 2020-10-12 104.4994 NA 35.50 30.70
## 1181 2020-10-13 104.5482 NA 35.43 30.95
## 1182 2020-10-14 104.1578 NA 35.36 30.87
## 1183 2020-10-15 103.1816 NA 35.60 30.58
## 1184 2020-10-16 102.7423 NA 35.60 30.69
## 1185 2020-10-19 104.0601 NA 35.50 30.78
## 1186 2020-10-20 103.4744 NA 35.44 30.26
## 1187 2020-10-21 103.4256 NA 35.61 30.40
## 1188 2020-10-22 103.5721 NA 35.44 30.04
## 1189 2020-10-23 103.5721 NA 35.65 30.32
## 1190 2020-10-26 103.5721 NA 34.84 30.19
## 1191 2020-10-27 102.9864 NA 34.58 29.96
## 1192 2020-10-28 102.4983 NA 34.72 29.67
## 1193 2020-10-29 101.3757 NA 34.74 29.06
## 1194 2020-10-30 100.5459 NA 34.74 28.71
## 1195 2020-11-02 100.9364 NA 34.38 28.76
## 1196 2020-11-03 102.1078 NA 34.84 29.17
## 1197 2020-11-04 103.6209 NA 34.99 29.84
## 1198 2020-11-05 103.5233 NA 35.63 30.32
## 1199 2020-11-06 104.1578 NA 35.71 30.45
## 1200 2020-11-09 105.5244 NA 36.88 31.13
## 1201 2020-11-10 104.5482 NA 36.76 30.81
## 1202 2020-11-11 106.1589 NA 36.68 30.89
## 1203 2020-11-12 106.2077 NA 36.22 30.96
## 1204 2020-11-13 106.6470 NA 35.58 30.83
## 1205 2020-11-16 110.1124 NA 36.22 31.48
## 1206 2020-11-17 110.8934 NA 36.31 31.43
## 1207 2020-11-18 111.6255 NA 36.75 31.37
## 1208 2020-11-19 111.4303 NA 36.58 31.12
## 1209 2020-11-20 111.2838 NA 36.61 31.11
## 1210 2020-11-23 112.6993 NA 37.44 31.12
## 1211 2020-11-24 112.1624 NA 37.15 31.44
## 1212 2020-11-25 111.2350 NA 36.94 31.67
## 1213 2020-11-26 112.1136 NA 36.86 31.68
## 1214 2020-11-27 111.9183 NA 36.94 31.59
## 1215 2020-11-30 110.6005 NA 37.62 31.51
## 1216 2020-12-01 111.5767 NA 37.83 31.83
## 1217 2020-12-02 112.6505 NA 38.11 31.84
## 1218 2020-12-03 112.6505 NA 38.03 31.93
## 1219 2020-12-04 114.5052 NA 37.73 31.72
## 1220 2020-12-07 115.5790 NA 37.60 31.88
## 1221 2020-12-08 117.1897 NA 37.52 31.80
## 1222 2020-12-09 117.1897 NA 37.31 31.95
## 1223 2020-12-10 115.7742 NA 36.99 31.64
## 1224 2020-12-11 115.9207 NA 36.54 31.55
## 1225 2020-12-14 115.4326 NA 36.76 31.68
## 1226 2020-12-15 114.2612 NA 36.60 31.38
## 1227 2020-12-16 116.4087 NA 37.05 31.76
## 1228 2020-12-17 115.7742 NA 37.38 31.86
## 1229 2020-12-18 115.3838 NA 37.14 31.86
## 1230 2020-12-21 116.5064 NA 37.35 31.86
## 1231 2020-12-22 115.1885 NA 37.07 31.63
## 1232 2020-12-23 115.3350 NA 37.07 31.70
## 1233 2020-12-24 115.9695 NA 37.04 31.78
## 1234 2020-12-25 116.1159 NA 37.37 31.80
## 1235 2020-12-28 117.1409 NA 37.61 32.00
## 1236 2020-12-29 117.0433 NA 37.40 32.29
## 1237 2020-12-30 118.7028 NA 37.74 32.20
## 1238 2020-12-31 119.3373 NA 38.31 32.14
## 1239 2021-01-04 121.3872 NA 39.20 32.31
## 1240 2021-01-05 121.6313 NA 39.26 31.84
## 1241 2021-01-06 122.9491 NA 39.68 31.85
## 1242 2021-01-07 125.8288 NA 40.15 32.20
## 1243 2021-01-08 128.0740 NA 40.41 32.66
## 1244 2021-01-11 129.1478 NA 40.53 32.50
## 1245 2021-01-12 128.9526 NA 40.59 32.40
## 1246 2021-01-13 132.0763 NA 41.25 32.46
## 1247 2021-01-14 130.8561 NA 40.65 32.54
## 1248 2021-01-15 131.2954 NA 40.18 32.25
## 1249 2021-01-18 131.1978 NA 40.77 32.17
## 1250 2021-01-19 134.6632 NA 40.70 32.45
## 1251 2021-01-20 134.9072 NA 40.30 32.52
## 1252 2021-01-21 139.5929 NA 41.07 32.99
## 1253 2021-01-22 137.0994 NA 40.78 32.85
## 1254 2021-01-25 135.2541 NA 41.20 32.96
## 1255 2021-01-26 132.5111 NA 40.59 32.81
## 1256 2021-01-27 132.7106 NA 40.60 32.78
## 1257 2021-01-28 130.0175 NA 39.86 31.99
## 1258 2021-01-29 127.8730 NA 39.49 31.92
## 1259 2021-02-01 130.4165 NA 39.72 31.91
## 1260 2021-02-02 134.1070 NA 40.00 32.40
## 1261 2021-02-03 134.0073 NA 40.21 32.77
## 1262 2021-02-04 133.2093 NA 39.80 32.60
## 1263 2021-02-05 134.4561 NA 40.29 33.10
## 1264 2021-02-17 140.1915 NA 43.09 33.56
## 1265 2021-02-18 139.9920 NA 42.69 33.40
## 1266 2021-02-19 138.4958 NA 42.26 33.26
## 1267 2021-02-22 138.4459 NA 42.05 33.21
## 1268 2021-02-23 138.1467 NA 41.77 33.19
## 1269 2021-02-24 136.1019 NA 40.57 32.88
## 1270 2021-02-25 137.1991 NA 40.85 33.32
## 1271 2021-02-26 133.0597 NA 39.92 32.47
## 1272 2021-03-02 133.1096 NA 39.34 33.02
## 1273 2021-03-03 135.0546 NA 40.21 33.02
## 1274 2021-03-04 132.4114 NA 39.43 32.32
## 1275 2021-03-05 131.6134 NA 39.05 32.06
## 1276 2021-03-08 131.5137 NA 38.50 32.86
## 1277 2021-03-09 131.0149 NA 38.32 33.33
## 1278 2021-03-10 131.5635 NA 38.00 33.35
## 1279 2021-03-11 134.3564 NA 38.62 33.73
## 1280 2021-03-12 134.9050 NA 38.77 33.99
## 1281 2021-03-15 134.5559 NA 38.41 34.08
## 1282 2021-03-16 135.0047 NA 38.51 34.33
## 1283 2021-03-17 133.8577 NA 38.66 34.28
## 1284 2021-03-18 134.5559 NA 38.94 34.40
## 1285 2021-03-19 132.4612 NA 38.09 34.08
## 1286 2021-03-22 133.0597 NA 38.35 34.07
## 1287 2021-03-23 133.2592 NA 37.99 34.25
## 1288 2021-03-24 131.1645 NA 37.60 34.11
## 1289 2021-03-25 131.6134 NA 37.70 34.11
## 1290 2021-03-26 134.0073 NA 38.25 34.42
## 1291 2021-03-29 135.1045 NA 38.41 34.49
## 1292 2021-03-30 135.5533 NA 38.40 34.75
## 1293 2021-03-31 134.4063 NA 38.11 34.59
## 1294 2021-04-01 135.4037 NA 38.36 34.75
## 1295 2021-04-06 137.2989 NA 38.60 35.55
## 1296 2021-04-07 137.4485 NA 38.35 35.51
## 1297 2021-04-08 137.8973 NA 38.65 35.68
## 1298 2021-04-09 137.5981 NA 38.14 35.68
## 1299 2021-04-12 136.8001 NA 37.75 35.90
## 1300 2021-04-13 136.8001 NA 37.38 35.91
## 1301 2021-04-14 137.5482 NA 37.52 36.08
## 1302 2021-04-15 138.6953 NA 37.14 35.97
## 1303 2021-04-16 138.8948 NA 37.38 36.14
## 1304 2021-04-19 139.1441 NA 37.87 36.10
## 1305 2021-04-20 138.8948 NA 38.21 35.87
## 1306 2021-04-21 137.6480 NA 38.08 35.48
## 1307 2021-04-22 137.5482 NA 37.93 35.84
## 1308 2021-04-23 138.7950 NA 37.99 35.67
## 1309 2021-04-26 140.8398 NA 38.05 35.84
## 1310 2021-04-27 140.8897 NA 37.48 35.85
## 1311 2021-04-28 140.0418 NA 37.47 35.85
## 1312 2021-04-29 140.2413 NA 37.89 35.91
## 1313 2021-05-03 137.8973 NA 37.35 35.89
## 1314 2021-05-04 136.7004 NA 37.33 35.75
## 1315 2021-05-05 135.4037 NA 37.50 35.61
## 1316 2021-05-06 136.6006 NA 37.52 35.68
## 1317 2021-05-07 139.0444 NA 37.55 35.91
## 1318 2021-05-10 138.0968 NA 36.97 36.00
## 1319 2021-05-11 132.9101 NA 37.42 35.52
## 1320 2021-05-12 129.0699 NA 37.51 35.40
## 1321 2021-05-13 127.1747 NA 37.15 34.80
## 1322 2021-05-14 128.6210 NA 37.95 35.34
## 1323 2021-05-17 126.1773 NA 38.68 35.79
## 1324 2021-05-18 131.9625 NA 38.64 35.70
## 1325 2021-05-19 131.0648 NA 38.20 35.01
## 1326 2021-05-20 130.1671 NA 38.23 35.21
## 1327 2021-05-21 132.0124 NA 38.14 35.63
## 1328 2021-05-24 131.8129 NA 38.04 35.61
## 1329 2021-05-25 134.0571 NA 39.26 35.81
## 1330 2021-05-26 134.1569 NA 39.60 35.78
## 1331 2021-05-27 133.2093 NA 39.70 35.71
## 1332 2021-05-28 135.4536 NA 39.95 35.84
## 1333 2021-05-31 136.7503 NA 39.52 35.65
## 1334 2021-06-01 137.3487 NA 39.53 35.59
## 1335 2021-06-02 137.3487 NA 39.35 35.63
## 1336 2021-06-03 137.2490 NA 39.40 35.68
## 1337 2021-06-04 136.6006 NA 39.59 35.57
## 1338 2021-06-07 136.9497 NA 39.14 35.92
## 1339 2021-06-08 136.1518 NA 38.90 35.92
## 1340 2021-06-09 135.1543 NA 39.12 35.96
## 1341 2021-06-10 137.2490 NA 39.56 35.90
## 1342 2021-06-11 137.7477 NA 39.02 35.95
## 1343 2021-06-15 138.4958 NA 38.30 36.20
## 1344 2021-06-16 138.3462 NA 37.96 35.99
## 1345 2021-06-17 137.9472 NA 37.83 35.88
## 1346 2021-06-18 137.6480 NA 37.60 36.07
## 1347 2021-06-21 134.3564 NA 37.46 35.55
## 1348 2021-06-22 134.5060 NA 37.78 36.22
## 1349 2021-06-23 136.7004 NA 38.00 36.46
## 1350 2021-06-24 136.3513 NA 38.10 36.48
## 1351 2021-06-25 136.6006 NA 38.65 36.54
## 1352 2021-06-28 136.8500 NA 38.53 36.68
## 1353 2021-06-29 137.2490 NA 38.37 36.61
## 1354 2021-06-30 138.5955 NA 38.40 36.72
## 1355 2021-07-01 137.9472 NA 38.50 36.77
## 1356 2021-07-02 137.9472 NA 37.70 37.00
## 1357 2021-07-05 139.2439 NA 37.46 37.18
## 1358 2021-07-06 139.3935 NA 37.66 37.29
## 1359 2021-07-07 138.6454 NA 37.90 37.25
## 1360 2021-07-08 138.4958 NA 37.74 37.36
## 1361 2021-07-09 137.3986 NA 37.49 37.17
## 1362 2021-07-12 138.6454 NA 37.89 37.47
## 1363 2021-07-13 139.7925 NA 37.85 37.64
## 1364 2021-07-14 140.1416 NA 37.58 37.50
## 1365 2021-07-15 141.4383 NA 37.87 37.53
## 1366 2021-07-16 139.5431 NA 37.88 37.49
## 1367 2021-07-19 137.9472 NA 37.74 37.13
## 1368 2021-07-20 136.8500 NA 37.65 36.87
## 1369 2021-07-21 136.7000 NA 37.93 37.20
## 1370 2021-07-22 137.6500 NA 38.11 37.47
## 1371 2021-07-23 137.6500 NA 37.84 37.67
## 1372 2021-07-26 136.4500 NA 36.23 37.94
## 1373 2021-07-27 136.4000 NA 36.25 37.96
## 1374 2021-07-28 134.2500 NA 35.14 37.76
## 1375 2021-07-29 136.5000 NA 35.77 37.72
## 1376 2021-07-30 136.0500 NA 35.38 37.58
## 1377 2021-08-02 137.9000 NA 36.20 37.83
## 1378 2021-08-03 138.4500 NA 36.36 37.73
## 1379 2021-08-04 139.2500 NA 36.31 37.72
## 1380 2021-08-05 139.0000 NA 36.37 37.58
## 1381 2021-08-06 138.8000 NA 36.00 37.82
## 1382 2021-08-09 138.4000 NA 36.48 37.75
## 1383 2021-08-10 137.6500 NA 36.38 37.73
## 1384 2021-08-11 137.2000 NA 36.72 37.79
## 1385 2021-08-12 136.9500 NA 36.53 37.85
## 1386 2021-08-13 135.6500 NA 36.40 38.02
## 1387 2021-08-16 135.3500 NA 36.54 38.05
## 1388 2021-08-17 134.3500 NA 36.07 38.10
## 1389 2021-08-18 134.9000 NA 36.29 38.00
## 1390 2021-08-19 131.8000 NA 35.87 37.57
## 1391 2021-08-20 130.7500 NA 34.99 37.70
## 1392 2021-08-23 134.3500 NA 35.58 38.18
## 1393 2021-08-24 134.7500 NA 36.18 38.43
## 1394 2021-08-25 136.0500 NA 36.24 38.39
## 1395 2021-08-26 137.0000 NA 35.94 38.46
## 1396 2021-08-27 138.1500 NA 35.94 38.36
## 1397 2021-08-30 139.5000 NA 35.91 38.46
## 1398 2021-08-31 140.3500 NA 35.52 38.61
## 1399 2021-09-01 141.0000 NA 36.32 38.54
## 1400 2021-09-02 139.9000 NA 36.45 38.42
## 1401 2021-09-03 141.9000 NA 36.43 38.60
## 1402 2021-09-06 142.5500 NA 36.69 38.43
## 1403 2021-09-07 141.9000 NA 37.01 38.48
## 1404 2021-09-08 140.6500 NA 36.98 38.48
## 1405 2021-09-09 140.3000 NA 36.92 38.27
## 1406 2021-09-10 141.9500 NA 37.44 38.26
## 1407 2021-09-13 141.4500 NA 37.30 37.96
## 1408 2021-09-14 141.6000 NA 37.16 38.05
## 1409 2021-09-15 140.7500 NA 36.43 37.82
## 1410 2021-09-16 140.1000 NA 36.34 38.13
## 1411 2021-09-17 140.5000 NA 36.14 38.14
## 1412 2021-09-22 137.2000 NA 36.09 37.37
## 1413 2021-09-23 138.0000 NA 36.21 37.69
## 1414 2021-09-24 139.6500 NA 36.25 37.86
## 1415 2021-09-27 140.0000 NA 36.19 38.10
## 1416 2021-09-28 139.0000 NA 36.43 37.89
## 1417 2021-09-29 136.0000 NA 36.12 37.38
## 1418 2021-09-30 137.0500 NA 36.20 37.59
## 1419 2021-10-01 133.9500 NA 35.62 36.72
## 1420 2021-10-04 133.1500 NA 35.75 37.33
## 1421 2021-10-05 132.9500 NA 35.62 36.96
## 1422 2021-10-06 133.0000 NA 35.55 37.17
## 1423 2021-10-07 135.3500 NA 36.23 37.63
## 1424 2021-10-08 134.2000 NA 36.94 37.87
## 1425 2021-10-12 132.8500 NA 36.97 37.57
## 1426 2021-10-13 132.4000 NA 37.21 37.58
## 1427 2021-10-14 132.7500 NA 37.22 37.78
## 1428 2021-10-15 136.2500 NA 37.22 38.33
## 1429 2021-10-18 135.8500 NA 36.68 38.43
## 1430 2021-10-19 136.9500 NA 37.13 38.48
## 1431 2021-10-20 136.6000 NA 37.09 38.60
## 1432 2021-10-21 136.1000 NA 37.24 38.68
## 1433 2021-10-22 136.5000 NA 37.65 38.85
## 1434 2021-10-25 136.4000 NA 37.55 38.86
## 1435 2021-10-26 137.5500 NA 37.69 39.12
## 1436 2021-10-27 137.5500 NA 37.12 39.03
## 1437 2021-10-28 137.1500 NA 36.96 38.87
## 1438 2021-10-29 135.8000 NA 37.02 39.04
## 1439 2021-11-01 136.5000 NA 37.03 39.40
## 1440 2021-11-02 136.2500 NA 36.45 39.30
## 1441 2021-11-03 136.6000 NA 36.38 39.55
## 1442 2021-11-04 136.1500 NA 36.66 39.80
## 1443 2021-11-05 138.1000 NA 36.73 40.05
## 1444 2021-11-08 139.2000 NA 36.70 40.11
## 1445 2021-11-09 140.7000 NA 36.39 39.97
## 1446 2021-11-10 140.5000 NA 35.92 39.73
## 1447 2021-11-11 139.2500 NA 36.61 39.71
## 1448 2021-11-12 139.7000 NA 36.79 39.76
## 1449 2021-11-15 140.9500 NA 36.69 40.00
## 1450 2021-11-16 141.2000 NA 36.71 39.97
## 1451 2021-11-17 141.6500 NA 36.68 40.19
## 1452 2021-11-18 142.4500 NA 36.57 40.07
## 1453 2021-11-19 142.8000 NA 36.40 40.28
## 1454 2021-11-22 142.4500 NA 36.78 40.24
## 1455 2021-11-23 141.1000 NA 36.91 40.00
## 1456 2021-11-24 140.5000 NA 36.81 40.00
## 1457 2021-11-25 140.4500 NA 36.80 40.25
## 1458 2021-11-26 138.1500 NA 36.56 39.88
## 1459 2021-11-29 138.1500 NA 36.32 39.60
## 1460 2021-11-30 138.0000 NA 36.33 39.52
## 1461 2021-12-01 140.3000 NA 36.30 39.31
## 1462 2021-12-02 141.8000 NA 36.52 38.78
## 1463 2021-12-03 141.7500 NA 36.74 39.10
## 1464 2021-12-06 141.3500 NA 37.08 38.96
## 1465 2021-12-07 141.8000 NA 37.15 39.41
## 1466 2021-12-08 142.3500 NA 37.51 40.08
## 1467 2021-12-09 142.0000 NA 38.45 39.96
## 1468 2021-12-10 141.9500 NA 37.96 39.75
## 1469 2021-12-13 141.5000 NA 38.26 40.25
## 1470 2021-12-14 140.1000 NA 38.02 39.98
## 1471 2021-12-15 140.3000 NA 37.73 39.70
## 1472 2021-12-16 142.0500 NA 37.74 40.35
## 1473 2021-12-17 141.9000 NA 37.44 39.88
## 1474 2021-12-20 140.6500 NA 37.11 39.22
## 1475 2021-12-21 141.8500 NA 37.09 39.45
## 1476 2021-12-22 141.8500 NA 36.93 39.74
## 1477 2021-12-23 142.6500 NA 37.00 40.14
## 1478 2021-12-24 143.0500 NA 37.09 40.19
## 1479 2021-12-27 144.1500 NA 36.98 40.33
## 1480 2021-12-28 145.3000 NA 36.99 40.67
## 1481 2021-12-29 145.9500 NA 36.69 40.67
#Calculate their daily returns and monthly returns
#calculate daily
ret_day <- hung %>%
tk_xts(select = -Date, date_var = Date) %>%
Return.calculate(method = "log")
ret_day[is.na(ret_day)] <- 0
head(ret_day)
## Close
## 2015-12-14 0.0000000
## 2015-12-14 -0.5933289
## 2015-12-14 0.1253778
## 2015-12-14 -0.4598812
## 2015-12-15 0.9286727
## 2015-12-15 -0.5897993
#Compute monthly returns
ret_mon <- hung %>%
tk_xts(select = -Date, date_var = Date) %>%
to.period(period = "months",
indexAt = "lastof",
OHLC = FALSE) %>%
Return.calculate(method = 'log')