options(repos = c(CRAN = "https://cloud.r-project.org"))
install.packages("tidyverse")
##
## The downloaded binary packages are in
## /var/folders/f5/pvvvt9g90v7flrrq_1wq_z700000gn/T//RtmpL8jPye/downloaded_packages
install.packages("tidyquant")
##
## The downloaded binary packages are in
## /var/folders/f5/pvvvt9g90v7flrrq_1wq_z700000gn/T//RtmpL8jPye/downloaded_packages
install.packages("timetk")
##
## The downloaded binary packages are in
## /var/folders/f5/pvvvt9g90v7flrrq_1wq_z700000gn/T//RtmpL8jPye/downloaded_packages
install.packages("zoo")
##
## The downloaded binary packages are in
## /var/folders/f5/pvvvt9g90v7flrrq_1wq_z700000gn/T//RtmpL8jPye/downloaded_packages
install.packages("xts")
##
## The downloaded binary packages are in
## /var/folders/f5/pvvvt9g90v7flrrq_1wq_z700000gn/T//RtmpL8jPye/downloaded_packages
install.packages("PerformanceAnalytics")
##
## The downloaded binary packages are in
## /var/folders/f5/pvvvt9g90v7flrrq_1wq_z700000gn/T//RtmpL8jPye/downloaded_packages
install.packages("reshape2")
##
## The downloaded binary packages are in
## /var/folders/f5/pvvvt9g90v7flrrq_1wq_z700000gn/T//RtmpL8jPye/downloaded_packages
install.packages("lava")
##
## The downloaded binary packages are in
## /var/folders/f5/pvvvt9g90v7flrrq_1wq_z700000gn/T//RtmpL8jPye/downloaded_packages
install.packages("timetk")
##
## The downloaded binary packages are in
## /var/folders/f5/pvvvt9g90v7flrrq_1wq_z700000gn/T//RtmpL8jPye/downloaded_packages
library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.1 ✔ stringr 1.5.2
## ✔ ggplot2 4.0.0 ✔ tibble 3.3.0
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.1.0
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(tidyquant)
## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo
## ── Attaching core tidyquant packages ─────────────────────── tidyquant 1.0.11 ──
## ✔ PerformanceAnalytics 2.0.8 ✔ TTR 0.24.4
## ✔ quantmod 0.4.28 ✔ xts 0.14.1── Conflicts ────────────────────────────────────────── tidyquant_conflicts() ──
## ✖ zoo::as.Date() masks base::as.Date()
## ✖ zoo::as.Date.numeric() masks base::as.Date.numeric()
## ✖ dplyr::filter() masks stats::filter()
## ✖ xts::first() masks dplyr::first()
## ✖ dplyr::lag() masks stats::lag()
## ✖ xts::last() masks dplyr::last()
## ✖ PerformanceAnalytics::legend() masks graphics::legend()
## ✖ quantmod::summary() masks base::summary()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(timetk)
##
## Attaching package: 'timetk'
##
## The following object is masked from 'package:tidyquant':
##
## FANG
library(zoo)
library(xts)
library(PerformanceAnalytics)
library(reshape2)
##
## Attaching package: 'reshape2'
##
## The following object is masked from 'package:tidyr':
##
## smiths
file_path <- "tej_day_price_2024_20250630.txt"
raw <- read_delim(file_path, delim = "\t", show_col_types = FALSE)
glimpse(raw)
## Rows: 337,347
## Columns: 12
## $ CO_ID <chr> "1101 TCC", "1102 ACC", "1103 CHC", "1104 UCC", …
## $ Date <dbl> 20240102, 20240102, 20240102, 20240102, 20240102…
## $ `TSE ID` <dbl> 1101, 1102, 1103, 1104, 1108, 1109, 1110, 1201, …
## $ `TSE Sector` <chr> "01", "01", "01", "01", "01", "01", "01", "02", …
## $ `English Short Name` <chr> "TCC", "ACC", "CHC", "UCC", "Lucky Cement", "HSI…
## $ `Open(NTD)` <dbl> 32.5373, 37.2642, 17.7825, 26.0628, 14.1679, 16.…
## $ `High(NTD)` <dbl> 32.5373, 37.4442, 17.7825, 26.1505, 14.1679, 16.…
## $ `Low(NTD)` <dbl> 32.3038, 36.9492, 17.5953, 25.9750, 14.0343, 16.…
## $ `Close(NTD)` <dbl> 32.3972, 37.0392, 17.6421, 26.0628, 14.0788, 16.…
## $ `Volume(1000S)` <dbl> 14937, 6223, 171, 260, 442, 228, 57, 126, 48, 18…
## $ `Amount(NTD1000)` <dbl> 518751, 256522, 3240, 7736, 6992, 4159, 1075, 24…
## $ `Market Cap.(NTD MN)` <dbl> 262026, 145941, 14896, 19995, 6395, 6209, 10754,…
head(raw, 8)
## # A tibble: 8 × 12
## CO_ID Date `TSE ID` `TSE Sector` `English Short Name` `Open(NTD)`
## <chr> <dbl> <dbl> <chr> <chr> <dbl>
## 1 1101 TCC 2.02e7 1101 01 TCC 32.5
## 2 1102 ACC 2.02e7 1102 01 ACC 37.3
## 3 1103 CHC 2.02e7 1103 01 CHC 17.8
## 4 1104 UCC 2.02e7 1104 01 UCC 26.1
## 5 1108 Lucky Ceme… 2.02e7 1108 01 Lucky Cement 14.2
## 6 1109 HSINGTA 2.02e7 1109 01 HSINGTA 16.2
## 7 1110 Tuna Cement 2.02e7 1110 01 Tuna Cement 18.3
## 8 1201 WEI CHUAN 2.02e7 1201 02 WEI CHUAN 18.2
## # ℹ 6 more variables: `High(NTD)` <dbl>, `Low(NTD)` <dbl>, `Close(NTD)` <dbl>,
## # `Volume(1000S)` <dbl>, `Amount(NTD1000)` <dbl>, `Market Cap.(NTD MN)` <dbl>
names(raw)
## [1] "CO_ID" "Date" "TSE ID"
## [4] "TSE Sector" "English Short Name" "Open(NTD)"
## [7] "High(NTD)" "Low(NTD)" "Close(NTD)"
## [10] "Volume(1000S)" "Amount(NTD1000)" "Market Cap.(NTD MN)"
names(raw)[2]
## [1] "Date"
names(raw)[3]
## [1] "TSE ID"
names(raw)[5]
## [1] "English Short Name"
names(raw)[9]
## [1] "Close(NTD)"
names(raw)[12]
## [1] "Market Cap.(NTD MN)"
names(raw)[c(2,3,5,9,12)] <- c("date","id","name","price","cap")
df <- raw %>% select(id, name, date, price, cap)
glimpse(df)
## Rows: 337,347
## Columns: 5
## $ id <dbl> 1101, 1102, 1103, 1104, 1108, 1109, 1110, 1201, 1203, 1210, 1213…
## $ name <chr> "TCC", "ACC", "CHC", "UCC", "Lucky Cement", "HSINGTA", "Tuna Cem…
## $ date <dbl> 20240102, 20240102, 20240102, 20240102, 20240102, 20240102, 2024…
## $ price <dbl> 32.3972, 37.0392, 17.6421, 26.0628, 14.0788, 16.1807, 18.3336, 1…
## $ cap <dbl> 262026, 145941, 14896, 19995, 6395, 6209, 10754, 9640, 13992, 52…
head(df, 8)
## # A tibble: 8 × 5
## id name date price cap
## <dbl> <chr> <dbl> <dbl> <dbl>
## 1 1101 TCC 20240102 32.4 262026
## 2 1102 ACC 20240102 37.0 145941
## 3 1103 CHC 20240102 17.6 14896
## 4 1104 UCC 20240102 26.1 19995
## 5 1108 Lucky Cement 20240102 14.1 6395
## 6 1109 HSINGTA 20240102 16.2 6209
## 7 1110 Tuna Cement 20240102 18.3 10754
## 8 1201 WEI CHUAN 20240102 18.2 9640
df <- df %>%
mutate(
id = as.character(id),
date = as.character(date) %>% as.Date(format = "%Y%m%d"),
price = as.numeric(price),
cap = as.numeric(cap)
)
glimpse(df)
## Rows: 337,347
## Columns: 5
## $ id <chr> "1101", "1102", "1103", "1104", "1108", "1109", "1110", "1201", …
## $ name <chr> "TCC", "ACC", "CHC", "UCC", "Lucky Cement", "HSINGTA", "Tuna Cem…
## $ date <date> 2024-01-02, 2024-01-02, 2024-01-02, 2024-01-02, 2024-01-02, 202…
## $ price <dbl> 32.3972, 37.0392, 17.6421, 26.0628, 14.0788, 16.1807, 18.3336, 1…
## $ cap <dbl> 262026, 145941, 14896, 19995, 6395, 6209, 10754, 9640, 13992, 52…
head(df, 8)
## # A tibble: 8 × 5
## id name date price cap
## <chr> <chr> <date> <dbl> <dbl>
## 1 1101 TCC 2024-01-02 32.4 262026
## 2 1102 ACC 2024-01-02 37.0 145941
## 3 1103 CHC 2024-01-02 17.6 14896
## 4 1104 UCC 2024-01-02 26.1 19995
## 5 1108 Lucky Cement 2024-01-02 14.1 6395
## 6 1109 HSINGTA 2024-01-02 16.2 6209
## 7 1110 Tuna Cement 2024-01-02 18.3 10754
## 8 1201 WEI CHUAN 2024-01-02 18.2 9640
df <- df %>% arrange(date, id)
df_wide <- df %>%
select(id, date, price) %>%
pivot_wider(names_from = id, values_from = price)
glimpse(df_wide)
## Rows: 358
## Columns: 947
## $ date <date> 2024-01-02, 2024-01-03, 2024-01-04, 2024-01-05, 2024-01-08, 20…
## $ `1101` <dbl> 32.3972, 31.9304, 31.9304, 32.0704, 31.9771, 31.7903, 31.4636, …
## $ `1102` <dbl> 37.0392, 36.5892, 37.0392, 36.9942, 37.1742, 36.9042, 36.6342, …
## $ `1103` <dbl> 17.6421, 17.5017, 17.5017, 17.5485, 17.5953, 17.5485, 17.4081, …
## $ `1104` <dbl> 26.0628, 25.8873, 25.5363, 25.7995, 25.7118, 25.3607, 25.3607, …
## $ `1108` <dbl> 14.0788, 14.0343, 14.0788, 14.0788, 14.1679, 13.8115, 13.6778, …
## $ `1109` <dbl> 16.1807, 16.0918, 16.1362, 16.1362, 16.0918, 16.0473, 16.0473, …
## $ `1110` <dbl> 18.3336, 18.1873, 18.3823, 18.3336, 18.3336, 18.4311, 18.4799, …
## $ `1201` <dbl> 18.1893, 18.1893, 18.1416, 18.1416, 18.1416, 18.0939, 17.9984, …
## $ `1203` <dbl> 55.3475, 54.6830, 54.1134, 54.8729, 54.5881, 54.5881, 53.4488, …
## $ `1210` <dbl> 53.9934, 53.9017, 53.3517, 52.8017, 52.9850, 52.3433, 52.2516, …
## $ `1213` <dbl> 6.8018, 6.9672, 7.0062, 6.9964, 6.7921, 6.8602, 6.9088, 6.9088,…
## $ `1215` <dbl> 87.8212, 87.5471, 87.2729, 87.2729, 87.9126, 87.6384, 87.3643, …
## $ `1216` <dbl> 68.8585, 67.8363, 67.3716, 67.6504, 67.8363, 67.3716, 67.3716, …
## $ `1217` <dbl> 11.7331, 11.4955, 11.4480, 11.4005, 11.4005, 11.2580, 11.2105, …
## $ `1218` <dbl> 21.0032, 20.6751, 20.6751, 20.5344, 20.5344, 20.3469, 20.0656, …
## $ `1219` <dbl> 17.6392, 17.6392, 17.6849, 17.6392, 17.6849, 17.5935, 17.4107, …
## $ `1220` <dbl> 13.2436, 13.1973, 13.2436, 13.2436, 13.1973, 13.1973, 13.1046, …
## $ `1225` <dbl> 50.4094, 50.2224, 49.9418, 49.9418, 49.4742, 50.0353, 50.1289, …
## $ `1227` <dbl> 36.2780, 35.9996, 35.9532, 36.0924, 35.9996, 35.8604, 35.7677, …
## $ `1229` <dbl> 56.0072, 54.9965, 54.9123, 54.6596, 54.5754, 54.3227, 53.9016, …
## $ `1231` <dbl> 70.8031, 70.5611, 70.3999, 70.3192, 70.4805, 70.2386, 70.0773, …
## $ `1232` <dbl> 130.2958, 129.8387, 130.2958, 130.7530, 130.7530, 130.2958, 129…
## $ `1233` <dbl> 33.0452, 32.6675, 33.4228, 33.0452, 33.0452, 32.8091, 32.7147, …
## $ `1234` <dbl> 37.0266, 36.9809, 37.0723, 36.8894, 36.8894, 36.7980, 36.6609, …
## $ `1235` <dbl> 59.8656, 59.0810, 57.5118, 59.2379, 61.7487, 61.6702, 61.6702, …
## $ `1236` <dbl> 22.6515, 22.9359, 22.8411, 22.6989, 22.7463, 22.6041, 22.5568, …
## $ `1301` <dbl> 76.7936, 75.7270, 75.9209, 75.7270, 75.7270, 75.2422, 74.6604, …
## $ `1303` <dbl> 64.2008, 63.1421, 63.1421, 62.9495, 63.3346, 62.6608, 62.0833, …
## $ `1304` <dbl> 18.9718, 18.8758, 18.8277, 18.9718, 18.8277, 18.4915, 18.3474, …
## $ `1305` <dbl> 21.7370, 21.6402, 21.5434, 21.4950, 21.5434, 21.2045, 20.9624, …
## $ `1307` <dbl> 22.8797, 22.7472, 22.7030, 22.7472, 22.6589, 22.3939, 22.1730, …
## $ `1308` <dbl> 22.5500, 22.5500, 22.4542, 22.7415, 22.6457, 22.3585, 22.0712, …
## $ `1309` <dbl> 15.9627, 15.8659, 15.8659, 15.9143, 16.0111, 15.7692, 15.6241, …
## $ `1310` <dbl> 15.55, 15.40, 15.40, 15.40, 15.35, 15.20, 15.05, 15.05, 15.05, …
## $ `1312` <dbl> 15.15, 15.15, 15.05, 15.20, 15.15, 14.95, 14.70, 14.60, 14.70, …
## $ `1313` <dbl> 14.5895, 14.5412, 14.5895, 14.5895, 14.6378, 14.4446, 14.2996, …
## $ `1314` <dbl> 9.73, 9.80, 9.80, 9.86, 10.00, 9.82, 9.71, 9.76, 9.72, 9.68, 9.…
## $ `1315` <dbl> 63.2636, 62.8285, 62.9155, 62.9155, 63.1766, 63.0895, 63.0025, …
## $ `1316` <dbl> 12.6239, 12.4788, 12.4788, 12.6239, 12.4788, 12.3820, 12.3337, …
## $ `1319` <dbl> 69.5755, 70.4038, 69.3914, 69.1153, 69.2074, 69.0233, 68.0110, …
## $ `1321` <dbl> 36.3518, 36.1559, 36.6458, 36.4988, 36.7928, 36.7438, 36.2538, …
## $ `1323` <dbl> 29.1527, 29.1064, 29.1527, 28.9210, 29.1064, 28.9673, 28.9210, …
## $ `1324` <dbl> 17.0153, 16.7252, 16.4835, 16.4835, 16.3385, 16.1935, 16.0485, …
## $ `1325` <dbl> 38.3721, 42.2093, 46.3865, 41.7722, 40.6064, 42.5008, 41.7236, …
## $ `1326` <dbl> 59.3691, 58.2256, 58.2256, 58.1303, 58.1303, 57.9397, 57.4632, …
## $ `1339` <dbl> 57.9381, 57.7598, 57.8489, 58.6512, 58.3838, 57.7598, 57.8489, …
## $ `1342` <dbl> 99.5493, 98.2945, 97.8762, 99.5493, 100.3859, 97.8762, 97.0397,…
## $ `1402` <dbl> 28.9042, 28.8125, 29.0874, 29.0874, 29.1332, 29.0874, 28.5835, …
## $ `1409` <dbl> 14.5192, 14.5657, 14.5192, 14.5657, 14.5657, 14.4726, 14.3330, …
## $ `1410` <dbl> 37.7303, 37.7303, 38.0235, 37.7303, 37.8280, 37.7791, 37.5836, …
## $ `1413` <dbl> 8.52, 8.50, 8.46, 8.37, 8.45, 8.43, 8.36, 8.71, 9.10, 9.25, 9.3…
## $ `1414` <dbl> 17.5200, 17.5200, 17.5200, 17.5200, 17.3736, 17.2760, 17.2272, …
## $ `1416` <dbl> 10.9840, 10.9380, 10.8461, 10.8461, 10.8002, 10.7542, 10.6163, …
## $ `1417` <dbl> 11.7895, 11.6912, 11.6912, 11.6912, 12.5263, 12.0351, 12.0351, …
## $ `1418` <dbl> 20.50, 20.30, 20.45, 20.60, 20.60, 20.60, 20.65, 20.60, 20.80, …
## $ `1419` <dbl> 45.5030, 45.4555, 45.5980, 45.4080, 45.4080, 45.3130, 45.0755, …
## $ `1423` <dbl> 30.0475, 29.8543, 29.8543, 30.1441, 29.8543, 29.8060, 29.7577, …
## $ `1432` <dbl> 19.15, 19.50, 19.35, 19.40, 19.40, 19.15, 18.80, 20.00, 19.30, …
## $ `1434` <dbl> 23.3886, 23.3886, 23.3886, 23.4352, 23.4818, 23.3886, 23.3420, …
## $ `1435` <dbl> 51.5, 51.8, 56.9, 56.5, 57.4, 56.7, 56.6, 57.7, 56.0, 54.6, 57.…
## $ `1436` <dbl> 51.7426, 52.0543, 52.2413, 52.1790, 52.3660, 52.1790, 51.8050, …
## $ `1437` <dbl> 29.8998, 29.8533, 29.5278, 29.5743, 29.4348, 28.7838, 28.5978, …
## $ `1438` <dbl> 32.4504, 31.8683, 31.9654, 32.2079, 32.8870, 33.5175, 33.9541, …
## $ `1439` <dbl> 23.5629, 23.8078, 23.8078, 23.8078, 24.3956, 23.9058, 23.5629, …
## $ `1440` <dbl> 15.2036, 15.0602, 15.0602, 15.2036, 15.2993, 15.1558, 15.0124, …
## $ `1441` <dbl> 13.95, 13.95, 13.90, 13.90, 13.90, 13.95, 13.95, 13.90, 14.05, …
## $ `1442` <dbl> 34.2333, 33.9237, 33.9679, 34.1006, 34.3217, 34.1006, 33.9237, …
## $ `1443` <dbl> 28.90, 28.80, 28.70, 28.80, 28.80, 28.60, 28.70, 28.50, 28.55, …
## $ `1444` <dbl> 10.30, 10.25, 10.25, 10.25, 10.30, 10.20, 10.10, 10.10, 10.15, …
## $ `1445` <dbl> 17.9056, 17.7322, 17.6888, 17.7322, 17.3420, 17.1252, 16.9084, …
## $ `1446` <dbl> 33.2106, 32.9403, 33.0755, 33.3008, 33.6162, 33.6162, 33.5261, …
## $ `1447` <dbl> 7.89, 7.84, 7.84, 7.88, 7.87, 7.80, 7.70, 7.68, 7.73, 7.70, 7.7…
## $ `1449` <dbl> 17.6162, 17.7036, 18.4030, 18.2719, 20.0641, 19.5832, 19.7581, …
## $ `1451` <dbl> 17.4303, 17.4764, 17.4764, 17.4303, 17.5687, 17.4764, 18.0759, …
## $ `1452` <dbl> 16.2650, 16.2650, 16.3120, 16.4060, 16.3590, 16.2650, 16.2650, …
## $ `1453` <dbl> 14.0837, 14.0366, 14.1308, 14.2251, 14.0837, 14.1308, 14.0366, …
## $ `1454` <dbl> 16.0671, 15.9215, 15.9700, 15.9700, 15.8729, 15.8244, 15.7273, …
## $ `1455` <dbl> 10.85, 10.85, 10.85, 10.90, 11.05, 10.90, 10.55, 10.65, 10.50, …
## $ `1456` <dbl> 16.5326, 16.7306, 16.7801, 16.7801, 16.5821, 16.5821, 16.6811, …
## $ `1457` <dbl> 15.8567, 15.8139, 15.8139, 15.8994, 15.8994, 15.8567, 15.6857, …
## $ `1459` <dbl> 10.00, 9.86, 9.81, 9.89, 9.88, 9.85, 9.85, 9.88, 9.82, 9.80, 9.…
## $ `1460` <dbl> 7.50, 7.44, 7.40, 7.43, 7.41, 7.37, 7.33, 7.33, 7.32, 7.29, 7.1…
## $ `1463` <dbl> 15.9493, 15.7721, 15.7278, 15.7278, 15.7278, 15.6392, 15.7278, …
## $ `1464` <dbl> 12.0987, 12.0987, 12.0534, 12.0987, 12.0534, 12.0080, 12.0080, …
## $ `1465` <dbl> 12.8958, 12.8958, 12.9420, 12.9883, 12.9883, 12.9420, 12.9883, …
## $ `1466` <dbl> 13.60, 14.95, 14.70, 14.10, 13.90, 14.00, 14.25, 13.85, 13.95, …
## $ `1467` <dbl> 11.40, 11.35, 11.25, 11.30, 11.25, 11.15, 11.05, 11.00, 10.95, …
## $ `1468` <dbl> 15.45, 15.35, 15.35, 15.30, 15.25, 15.15, 15.00, 14.95, 15.05, …
## $ `1470` <dbl> 17.6001, 17.3222, 17.3222, 17.3222, 17.4148, 17.4611, 17.4611, …
## $ `1471` <dbl> 16.75, 16.40, 16.00, 16.40, 16.15, 15.70, 15.40, 15.55, 15.05, …
## $ `1472` <dbl> 53.3332, 53.8692, 53.0652, 52.7078, 54.4052, 54.2265, 53.5119, …
## $ `1473` <dbl> 26.4812, 26.2082, 26.2082, 26.1172, 26.8452, 26.1627, 25.9352, …
## $ `1474` <dbl> 11.7263, 11.7263, 11.7263, 11.8232, 11.8232, 11.8232, 11.7747, …
## $ `1475` <dbl> 38.8843, 38.9733, 39.0179, 39.0179, 38.7506, 38.3943, 38.3943, …
## $ `1476` <dbl> 516.6197, 508.1965, 514.7479, 514.7479, 511.0043, 506.3247, 516…
## $ `1477` <dbl> 302.0203, 305.5220, 312.0876, 310.3368, 313.4007, 319.5287, 321…
## $ `1503` <dbl> 114.8633, 113.4154, 111.9675, 111.9675, 114.3806, 114.3806, 113…
## $ `1504` <dbl> 43.7750, 42.8995, 43.0838, 42.4387, 42.3465, 41.8397, 41.7936, …
## $ `1506` <dbl> 17.10, 17.00, 17.00, 17.00, 17.00, 17.00, 16.95, 16.80, 16.75, …
## $ `1512` <dbl> 12.30, 12.05, 12.05, 12.05, 12.05, 12.05, 12.00, 11.95, 12.15, …
## $ `1513` <dbl> 113.5253, 114.4793, 113.0483, 114.0023, 112.5713, 114.4793, 114…
## $ `1514` <dbl> 72.5574, 74.2383, 74.5184, 73.0243, 74.9853, 75.7324, 76.2927, …
## $ `1515` <dbl> 48.6687, 47.7274, 48.1039, 49.7984, 51.4928, 49.8925, 44.9033, …
## $ `1516` <dbl> 18.0411, 17.9441, 17.9441, 17.9441, 17.9441, 17.7986, 17.7016, …
## $ `1517` <dbl> 15.0108, 15.0108, 14.8655, 14.8171, 14.8655, 14.8171, 14.6718, …
## $ `1519` <dbl> 277.0005, 274.9757, 268.4961, 270.5210, 278.2155, 293.1994, 297…
## $ `1521` <dbl> 42.9264, 41.9819, 41.6985, 40.9430, 40.7068, 41.2735, 40.2346, …
## $ `1522` <dbl> 36.6651, 36.8919, 36.5289, 36.1205, 35.6667, 35.7121, 35.8029, …
## $ `1524` <dbl> 30.5208, 30.0234, 29.3904, 29.2095, 29.1643, 29.1643, 28.3504, …
## $ `1525` <dbl> 71.3266, 70.9622, 69.7780, 70.2335, 69.9602, 69.5047, 69.2314, …
## $ `1526` <dbl> 33.00, 32.75, 32.70, 32.75, 32.80, 32.65, 32.00, 32.20, 32.05, …
## $ `1527` <dbl> 37.0658, 36.8856, 36.7505, 36.7955, 36.7505, 36.5703, 36.3001, …
## $ `1528` <dbl> 11.3940, 11.3447, 11.3447, 11.2953, 11.4433, 11.2953, 11.1474, …
## $ `1529` <dbl> 31.3417, 31.3417, 31.2939, 30.9595, 31.0550, 30.4817, 31.1506, …
## $ `1530` <dbl> 29.1944, 29.2396, 29.1041, 29.1492, 28.6069, 28.9233, 28.9685, …
## $ `1531` <dbl> 13.0331, 13.0808, 13.0331, 12.9854, 13.0331, 12.9376, 12.6512, …
## $ `1532` <dbl> 37.9852, 37.3995, 36.9489, 36.9489, 37.5346, 36.9489, 36.1378, …
## $ `1533` <dbl> 55.2, 54.6, 54.6, 54.0, 54.5, 53.1, 52.8, 52.9, 52.8, 52.9, 52.…
## $ `1535` <dbl> 50.9587, 50.4166, 49.8745, 49.8745, 50.1455, 49.6937, 51.7719, …
## $ `1536` <dbl> 57.7245, 57.4349, 56.3731, 55.6974, 55.3112, 54.7321, 54.2494, …
## $ `1537` <dbl> 116.5709, 116.5709, 116.5709, 116.5709, 116.5709, 116.5709, 116…
## $ `1538` <dbl> 36.9915, 37.6580, 37.9912, 37.9912, 37.9912, 37.8246, 38.1579, …
## $ `1539` <dbl> 22.3973, 22.4439, 22.4439, 22.3507, 22.4439, 22.3042, 22.2110, …
## $ `1540` <dbl> 15.8417, 15.7960, 15.8417, 15.8417, 15.7504, 15.7047, 15.5678, …
## $ `1541` <dbl> 31.9506, 31.8058, 31.4680, 31.4680, 31.3715, 31.3715, 32.0471, …
## $ `1558` <dbl> 96.1452, 95.6917, 95.6917, 95.6917, 95.2381, 92.9706, 93.4241, …
## $ `1560` <dbl> 185.7913, 183.8356, 179.9242, 178.4574, 176.5017, 182.8578, 181…
## $ `1563` <dbl> 72.6784, 72.3057, 71.6534, 71.6534, 73.5170, 71.7466, 71.5602, …
## $ `1568` <dbl> 30.2589, 30.0307, 29.2092, 28.7071, 28.6158, 28.1594, 27.4749, …
## $ `1582` <dbl> 71.1272, 70.4105, 70.2313, 70.7688, 68.9772, 68.1710, 67.4543, …
## $ `1583` <dbl> 59.7564, 59.4892, 59.4892, 59.0439, 59.5783, 58.9549, 59.2221, …
## $ `1587` <dbl> 20.6567, 20.5659, 20.5659, 20.5205, 20.6113, 20.6113, 20.4751, …
## $ `1597` <dbl> 62.1831, 61.8879, 61.9863, 62.7734, 62.9702, 62.2815, 61.2975, …
## $ `1598` <dbl> 32.1748, 31.9440, 32.1286, 32.7287, 33.0518, 32.4056, 31.3900, …
## $ `1603` <dbl> 36.7085, 36.3353, 36.2420, 36.2887, 36.2887, 32.7904, 32.3706, …
## $ `1604` <dbl> 26.2569, 26.1670, 26.0771, 26.1670, 26.1220, 26.0771, 25.9422, …
## $ `1605` <dbl> 36.1967, 35.5351, 35.6296, 35.2516, 35.2044, 34.5428, 34.0230, …
## $ `1608` <dbl> 20.3760, 20.0943, 20.4699, 20.4229, 20.4229, 20.0473, 19.2022, …
## $ `1609` <dbl> 31.5028, 31.2328, 31.1428, 30.8728, 30.6928, 30.2877, 29.9277, …
## $ `1611` <dbl> 15.4354, 15.7589, 15.8513, 15.5740, 15.5740, 15.3429, 15.3429, …
## $ `1612` <dbl> 25.8761, 25.9655, 26.3677, 26.3677, 25.2951, 25.2504, 24.6247, …
## $ `1614` <dbl> 36.8688, 36.7246, 36.7727, 36.8207, 36.9169, 36.9169, 36.7727, …
## $ `1615` <dbl> 35.0091, 35.0484, 35.2449, 35.8343, 35.3628, 35.2056, 34.4983, …
## $ `1616` <dbl> 13.4481, 13.2155, 13.4016, 13.3085, 13.3551, 12.7501, 12.4244, …
## $ `1617` <dbl> 15.9159, 16.1071, 16.1071, 16.1071, 16.1071, 16.0593, 15.9637, …
## $ `1618` <dbl> 31.2571, 30.3056, 30.5911, 30.3532, 29.9250, 29.8298, 29.1162, …
## $ `1702` <dbl> 46.2129, 46.3945, 46.2129, 46.1221, 46.3037, 46.1221, 45.7589, …
## $ `1707` <dbl> 142.2237, 141.3149, 139.9518, 139.9518, 140.4061, 141.3149, 141…
## $ `1708` <dbl> 29.6189, 29.2120, 29.6189, 29.5737, 29.3476, 28.5789, 28.3076, …
## $ `1709` <dbl> 19.4425, 19.4425, 19.3959, 19.3959, 19.4425, 19.3492, 19.0695, …
## $ `1710` <dbl> 19.8169, 19.5698, 19.3721, 19.5698, 19.7180, 19.4215, 18.8285, …
## $ `1711` <dbl> 19.1438, 19.0464, 18.9003, 18.9490, 19.1926, 18.7054, 18.4619, …
## $ `1712` <dbl> 33.9568, 33.6481, 33.6481, 33.7804, 33.6922, 33.6040, 33.5599, …
## $ `1713` <dbl> 33.7055, 33.5790, 33.6212, 33.4946, 32.9040, 32.8197, 32.1447, …
## $ `1714` <dbl> 8.6122, 8.5274, 8.5745, 8.5745, 8.5557, 8.5086, 8.5086, 8.5934,…
## $ `1717` <dbl> 27.1224, 27.1224, 26.9363, 26.8898, 26.8898, 26.6572, 26.3315, …
## $ `1718` <dbl> 8.13, 8.15, 8.11, 8.13, 8.11, 8.04, 7.97, 8.03, 8.03, 8.01, 7.8…
## $ `1720` <dbl> 59.9944, 59.8110, 59.3523, 61.0035, 60.8200, 61.0952, 59.2605, …
## $ `1721` <dbl> 15.15, 14.90, 14.90, 15.30, 16.50, 15.70, 15.35, 15.20, 15.05, …
## $ `1722` <dbl> 63.3886, 62.7428, 62.6505, 62.5582, 62.7428, 61.5433, 60.5283, …
## $ `1723` <dbl> 107.4871, 107.4871, 107.0297, 107.9445, 107.0297, 106.1149, 105…
## $ `1725` <dbl> 20.5514, 20.2693, 20.3163, 20.3633, 20.5985, 20.3633, 20.2693, …
## $ `1726` <dbl> 68.5502, 68.5502, 69.0072, 69.0072, 69.0072, 69.0986, 69.0072, …
## $ `1727` <dbl> 28.2924, 28.2436, 28.0485, 28.1949, 28.0973, 27.5119, 27.3168, …
## $ `1730` <dbl> 51.5934, 51.5034, 51.3233, 51.5934, 51.5034, 51.4133, 51.2332, …
## $ `1731` <dbl> 20.4450, 20.4450, 20.4904, 20.6264, 20.5810, 20.2637, 20.1730, …
## $ `1732` <dbl> 30.0769, 33.0748, 36.3675, 33.0748, 33.7628, 33.2222, 34.2051, …
## $ `1733` <dbl> 38.3737, 36.4178, 35.0207, 34.5084, 33.0647, 31.3882, 30.7362, …
## $ `1734` <dbl> 28.3144, 28.2313, 28.1481, 28.1897, 28.3144, 27.9818, 27.8571, …
## $ `1735` <dbl> 15.9963, 15.9500, 15.9036, 15.8572, 15.9036, 15.9500, 15.8572, …
## $ `1736` <dbl> 66.2642, 66.6505, 66.0710, 67.7131, 68.3892, 67.0369, 66.1676, …
## $ `1737` <dbl> 31.8600, 31.6745, 31.7209, 31.7672, 31.9064, 31.8136, 31.8136, …
## $ `1752` <dbl> 49.0782, 48.8020, 48.4337, 48.5257, 47.7891, 47.4208, 47.5129, …
## $ `1760` <dbl> 107.2747, 107.2747, 106.3125, 108.2368, 106.7936, 103.9073, 101…
## $ `1762` <dbl> 56.5141, 56.0252, 55.4385, 55.5363, 55.3407, 54.8519, 53.2875, …
## $ `1773` <dbl> 106.8115, 106.0084, 105.6068, 107.6145, 106.0084, 105.6068, 104…
## $ `1776` <dbl> 15.7845, 15.7381, 15.6917, 15.7381, 15.6917, 15.6452, 15.5988, …
## $ `1783` <dbl> 46.6118, 46.5158, 46.5638, 45.8438, 45.1237, 44.4517, 43.9236, …
## $ `1786` <dbl> 72.3399, 72.4345, 71.6780, 71.9617, 75.4605, 73.5692, 72.6236, …
## $ `1789` <dbl> 25.3065, 25.3065, 25.1126, 25.3550, 25.2095, 25.5974, 25.5489, …
## $ `1795` <dbl> 263.5122, 258.7297, 260.1645, 272.5988, 272.1206, 275.4683, 277…
## $ `1802` <dbl> 19.20, 18.90, 18.75, 18.95, 19.00, 18.75, 18.25, 18.35, 18.35, …
## $ `1805` <dbl> 12.5473, 12.6424, 12.9751, 14.2583, 14.2108, 13.9256, 14.1633, …
## $ `1806` <dbl> 10.4878, 10.4420, 9.9840, 10.1214, 10.1672, 9.9382, 9.7550, 9.8…
## $ `1808` <dbl> 42.4729, 42.0586, 42.4729, 43.3017, 43.7160, 44.1304, 44.5448, …
## $ `1809` <dbl> 15.1811, 15.0346, 14.9370, 14.9858, 15.1811, 14.8882, 14.8394, …
## $ `1810` <dbl> 17.7202, 17.5738, 17.6226, 17.6714, 17.7202, 17.2809, 17.0368, …
## $ `1817` <dbl> 33.2039, 33.2490, 33.1589, 33.0688, 33.0237, 33.2490, 33.2039, …
## $ `1903` <dbl> 56.5, 56.0, 56.1, 56.0, 56.3, 55.0, 54.0, 54.0, 54.0, 54.2, 53.…
## $ `1904` <dbl> 28.1040, 28.0082, 28.0082, 28.1518, 28.1518, 28.0082, 27.8646, …
## $ `1905` <dbl> 23.65, 22.95, 22.80, 22.90, 23.00, 22.45, 22.30, 22.55, 23.15, …
## $ `1906` <dbl> 15.2293, 15.1802, 15.1802, 15.2785, 15.2293, 15.1802, 15.1311, …
## $ `1907` <dbl> 30.7753, 30.2592, 30.0247, 29.9778, 29.9778, 29.6024, 29.2271, …
## $ `1909` <dbl> 14.80, 14.60, 14.60, 14.70, 14.70, 14.55, 14.25, 14.30, 14.25, …
## $ `2002` <dbl> 26.1530, 25.8624, 25.8624, 25.8624, 25.6687, 25.1844, 25.0391, …
## $ `2006` <dbl> 63.9240, 63.3861, 64.1033, 64.1033, 63.7447, 63.2068, 63.2068, …
## $ `2007` <dbl> 12.95, 12.80, 13.45, 13.40, 13.05, 12.60, 12.05, 12.20, 12.20, …
## $ `2008` <dbl> 21.9421, 21.5183, 21.4712, 21.4712, 21.3300, 21.0946, 20.9062, …
## $ `2009` <dbl> 30.8923, 30.5967, 32.0255, 31.6806, 31.7299, 31.0401, 30.2518, …
## $ `2010` <dbl> 16.5504, 16.1963, 16.2848, 16.2848, 16.1963, 15.6653, 15.6211, …
## $ `2012` <dbl> 22.6769, 22.4944, 22.4487, 22.3119, 22.4031, 22.1750, 21.9012, …
## $ `2013` <dbl> 50.8093, 50.1627, 50.2550, 50.3474, 50.3474, 50.2550, 49.9779, …
## $ `2014` <dbl> 25.9280, 25.5796, 26.1270, 25.9777, 25.9280, 24.9824, 24.2359, …
## $ `2015` <dbl> 63.1237, 62.1275, 62.4898, 62.0370, 61.7653, 61.1313, 60.5879, …
## $ `2017` <dbl> 14.90, 14.80, 14.90, 14.85, 14.95, 14.60, 14.35, 14.70, 14.80, …
## $ `2020` <dbl> 24.2499, 24.3593, 24.1405, 24.0676, 24.0311, 23.7394, 23.2653, …
## $ `2022` <dbl> 12.4271, 12.4271, 12.5253, 12.3289, 12.2306, 11.8377, 11.6903, …
## $ `2023` <dbl> 17.3665, 17.0762, 17.2213, 17.4632, 17.2213, 16.5441, 16.1571, …
## $ `2024` <dbl> 20.90, 20.80, 20.85, 20.85, 20.80, 20.90, 20.75, 20.85, 20.45, …
## $ `2025` <dbl> 12.0281, 11.8328, 11.8328, 11.8002, 11.8328, 11.7189, 11.8328, …
## $ `2027` <dbl> 37.0476, 36.6739, 36.5337, 36.4403, 36.3936, 35.7862, 35.0388, …
## $ `2028` <dbl> 25.2865, 25.1403, 26.0173, 25.6275, 25.3839, 24.6531, 24.2146, …
## $ `2029` <dbl> 26.4028, 26.0405, 26.7651, 26.4934, 26.0858, 26.1311, 26.4481, …
## $ `2030` <dbl> 18.2276, 18.1351, 18.3201, 18.2276, 18.0888, 17.6724, 17.5799, …
## $ `2031` <dbl> 51.3477, 50.5412, 50.7204, 51.5269, 50.7204, 49.6451, 48.7490, …
## $ `2032` <dbl> 18.7330, 18.3924, 19.1223, 18.8790, 18.6844, 18.1492, 18.1978, …
## $ `2033` <dbl> 17.4294, 17.0838, 18.7625, 18.0713, 17.8244, 17.4294, 17.0344, …
## $ `2034` <dbl> 24.3424, 24.1627, 24.2076, 24.2975, 24.2076, 24.2076, 24.0280, …
## $ `2038` <dbl> 21.1694, 20.6794, 22.0514, 21.3164, 20.9244, 20.2873, 19.9443, …
## $ `2049` <dbl> 229.5169, 225.6102, 218.7736, 221.2152, 219.2619, 219.7502, 220…
## $ `2059` <dbl> 870.3393, 852.7369, 842.9579, 850.7811, 894.7870, 889.8975, 876…
## $ `2062` <dbl> 22.9843, 23.1649, 23.1198, 22.8940, 22.8037, 23.3004, 23.2101, …
## $ `2069` <dbl> 16.2727, 16.0899, 16.1813, 16.1356, 16.0442, 15.7242, 15.4957, …
## $ `2101` <dbl> 46.0105, 46.6094, 48.8419, 49.6042, 49.4953, 49.0597, 46.8272, …
## $ `2102` <dbl> 19.65, 19.55, 19.65, 19.45, 19.40, 19.15, 18.80, 19.10, 18.75, …
## $ `2103` <dbl> 22.9390, 22.7035, 22.7506, 22.8919, 22.7506, 22.5622, 22.3738, …
## $ `2104` <dbl> 19.40, 19.35, 19.30, 19.40, 19.30, 19.10, 19.05, 19.00, 18.95, …
## $ `2105` <dbl> 41.8232, 41.2723, 41.2723, 41.3182, 41.4100, 41.0886, 40.3541, …
## $ `2106` <dbl> 28.7513, 28.9828, 28.7513, 28.8439, 28.7050, 28.5661, 28.3346, …
## $ `2107` <dbl> 21.9821, 22.0271, 22.1172, 21.8920, 21.8470, 21.7569, 21.5767, …
## $ `2108` <dbl> 35.2782, 35.3723, 35.4663, 35.6545, 35.6545, 34.8078, 34.4315, …
## $ `2109` <dbl> 12.5566, 12.5139, 12.4712, 12.4712, 12.4285, 12.3858, 12.3003, …
## $ `2114` <dbl> 96.6450, 96.1934, 97.0966, 96.6450, 96.6450, 96.6450, 95.7418, …
## $ `2201` <dbl> 70.1129, 68.5194, 68.0507, 67.8633, 67.7695, 66.4573, 65.8011, …
## $ `2204` <dbl> 99.0038, 97.2359, 95.9099, 96.7939, 95.9099, 95.0260, 94.5840, …
## $ `2206` <dbl> 67.0592, 68.5250, 67.2424, 66.1431, 65.7766, 65.5934, 64.8605, …
## $ `2207` <dbl> 656.7724, 640.8677, 634.3186, 631.5119, 639.9321, 638.9965, 632…
## $ `2208` <dbl> 20.10, 20.10, 20.00, 20.50, 20.90, 20.45, 20.10, 20.00, 18.90, …
## $ `2211` <dbl> 96.2751, 93.1405, 94.0361, 91.7971, 92.2449, 91.7971, 92.6927, …
## $ `2227` <dbl> 170.8259, 168.5543, 169.0086, 169.0086, 169.4629, 168.1000, 168…
## $ `2228` <dbl> 78.1334, 77.2795, 76.3402, 76.5110, 76.2548, 75.1447, 75.2301, …
## $ `2231` <dbl> 127.0276, 125.6056, 125.1317, 124.6577, 126.0796, 124.6577, 123…
## $ `2233` <dbl> 126.7978, 127.7200, 130.9476, 127.2589, 124.9535, 122.6481, 121…
## $ `2241` <dbl> 31.85, 31.15, 30.15, 30.20, 30.25, 29.75, 29.55, 29.70, 29.60, …
## $ `2247` <dbl> 267.4018, 264.7233, 264.7233, 264.2769, 263.8305, 263.3841, 263…
## $ `2301` <dbl> 106.2796, 103.9691, 104.8933, 105.8175, 105.8175, 105.8175, 98.…
## $ `2302` <dbl> 17.4570, 17.4095, 17.0775, 17.0300, 16.9352, 16.8403, 16.8403, …
## $ `2303` <dbl> 46.1634, 45.0071, 45.1850, 45.1850, 44.9181, 44.5623, 44.5623, …
## $ `2305` <dbl> 22.70, 22.45, 22.30, 22.20, 21.95, 21.55, 22.15, 22.60, 22.60, …
## $ `2308` <dbl> 299.0180, 293.7129, 293.2306, 293.7129, 295.1597, 285.0317, 280…
## $ `2312` <dbl> 15.4616, 15.5093, 15.3184, 15.3184, 15.4616, 15.0798, 14.4117, …
## $ `2313` <dbl> 65.0931, 64.9050, 64.9050, 65.0931, 64.9050, 63.8703, 63.9643, …
## $ `2314` <dbl> 90.0033, 88.8159, 87.0348, 87.6285, 86.4412, 85.9662, 84.4226, …
## $ `2316` <dbl> 37.6620, 37.0237, 36.6800, 36.7291, 36.9255, 37.2201, 36.3363, …
## $ `2317` <dbl> 98.7873, 98.3169, 97.8464, 97.8464, 95.4944, 95.0239, 94.0831, …
## $ `2321` <dbl> 15.30, 15.80, 15.80, 15.25, 15.10, 14.80, 14.80, 14.85, 15.25, …
## $ `2323` <dbl> 10.5207, 10.3378, 10.4292, 10.3378, 10.2463, 10.0176, 9.8803, 1…
## $ `2324` <dbl> 36.8414, 35.4907, 34.7455, 34.4194, 35.1646, 34.4194, 33.3948, …
## $ `2327` <dbl> 114.6910, 112.9325, 112.7371, 111.7602, 111.7602, 110.3925, 108…
## $ `2328` <dbl> 33.1711, 32.7958, 32.3735, 32.3735, 31.9513, 31.9043, 31.4821, …
## $ `2329` <dbl> 51.6861, 51.0161, 50.2504, 51.8775, 50.7290, 51.2075, 53.3133, …
## $ `2330` <dbl> 575.6376, 561.0767, 563.0182, 559.1353, 565.9303, 568.8425, 566…
## $ `2331` <dbl> 30.3849, 31.9615, 30.2416, 30.5760, 30.4327, 29.5727, 30.0505, …
## $ `2332` <dbl> 19.3569, 19.2121, 18.8259, 18.7293, 18.6811, 18.5363, 18.3914, …
## $ `2337` <dbl> 30.8280, 30.8280, 30.6317, 30.4844, 30.2390, 29.6990, 29.5026, …
## $ `2338` <dbl> 68.5700, 68.0816, 67.5932, 67.8862, 69.9374, 68.4723, 67.6909, …
## $ `2340` <dbl> 46.0100, 45.0710, 44.9722, 45.0710, 44.7251, 44.2803, 44.4285, …
## $ `2342` <dbl> 34.0690, 33.5267, 33.1323, 33.1323, 33.1816, 32.6885, 31.9490, …
## $ `2344` <dbl> 29.7882, 29.1428, 28.8946, 28.6463, 28.3485, 27.9016, 27.9016, …
## $ `2345` <dbl> 477.5772, 474.1902, 475.1579, 470.8031, 480.4804, 499.3513, 491…
## $ `2347` <dbl> 63.8019, 63.8019, 64.2570, 63.8930, 63.4379, 62.8008, 62.6187, …
## $ `2348` <dbl> 63.8669, 63.2455, 63.1074, 63.8669, 63.8669, 63.6598, 64.5574, …
## $ `2349` <dbl> 8.17, 8.09, 8.05, 8.06, 8.13, 8.04, 8.00, 8.04, 8.05, 8.05, 7.9…
## $ `2351` <dbl> 107.0244, 106.0772, 103.2359, 102.2888, 102.2888, 102.7623, 98.…
## $ `2352` <dbl> 49.7974, 48.1481, 49.9570, 50.3294, 50.2230, 49.6378, 48.4673, …
## $ `2353` <dbl> 48.1653, 46.4155, 45.1262, 44.4355, 44.6197, 44.0211, 43.4685, …
## $ `2354` <dbl> 50.5620, 49.8917, 49.7002, 49.6044, 49.4129, 49.3171, 49.0298, …
## $ `2355` <dbl> 45.6750, 44.6661, 43.7030, 43.0152, 42.5566, 42.0521, 41.5477, …
## $ `2356` <dbl> 47.8329, 47.5521, 47.7393, 47.5521, 47.9265, 46.9905, 45.9140, …
## $ `2357` <dbl> 445.4338, 427.0654, 416.9627, 416.9627, 416.5035, 417.8812, 423…
## $ `2359` <dbl> 38.5475, 37.9583, 37.6145, 37.3199, 37.1235, 38.0565, 38.1056, …
## $ `2360` <dbl> 204.9649, 202.1049, 204.9649, 205.4416, 203.0583, 206.3949, 207…
## $ `2362` <dbl> 41.0630, 40.2371, 38.5395, 40.7877, 43.8158, 42.1641, 41.2924, …
## $ `2363` <dbl> 64.3748, 66.5135, 65.1590, 64.5173, 63.8757, 59.3132, 61.5945, …
## $ `2364` <dbl> 68.0367, 65.9660, 62.1204, 64.7827, 67.1492, 63.0079, 60.9372, …
## $ `2365` <dbl> 14.7685, 14.5729, 14.1817, 14.0350, 13.7416, 13.5460, 13.3993, …
## $ `2367` <dbl> 19.4179, 19.2247, 18.7417, 18.7417, 18.6451, 18.4035, 18.2586, …
## $ `2368` <dbl> 209.4350, 209.9154, 204.6314, 197.4261, 196.4654, 187.8190, 192…
## $ `2369` <dbl> 22.1620, 21.8241, 21.4378, 21.0998, 20.7618, 20.1824, 19.9893, …
## $ `2371` <dbl> 40.4855, 40.4855, 40.1981, 40.6293, 41.2042, 43.3124, 42.0187, …
## $ `2373` <dbl> 67.0552, 66.7884, 66.7884, 66.6995, 66.6106, 66.6106, 66.4327, …
## $ `2374` <dbl> 23.1827, 23.3137, 22.8771, 22.3532, 21.9603, 22.3095, 22.0476, …
## $ `2375` <dbl> 66.8767, 66.2994, 65.0484, 65.2409, 64.3748, 63.5088, 62.9315, …
## $ `2376` <dbl> 240.0139, 232.9547, 232.4841, 228.7191, 227.3073, 237.1902, 232…
## $ `2377` <dbl> 184.9878, 178.4479, 175.1779, 173.7764, 175.1779, 177.0464, 173…
## $ `2379` <dbl> 423.1101, 417.5672, 421.2625, 416.1814, 416.1814, 417.1053, 421…
## $ `2380` <dbl> 6.92, 6.92, 6.85, 6.86, 6.89, 6.82, 6.64, 6.66, 6.72, 6.74, 6.7…
## $ `2382` <dbl> 197.7943, 197.7943, 202.4157, 199.1807, 197.7943, 199.6428, 201…
## $ `2383` <dbl> 353.2738, 349.8955, 348.9303, 352.7912, 350.3781, 353.2738, 346…
## $ `2385` <dbl> 156.9860, 157.8831, 160.5742, 162.3684, 161.0228, 165.0596, 165…
## $ `2387` <dbl> 52.0251, 51.4131, 50.4513, 51.7628, 50.5387, 51.1508, 49.4020, …
## $ `2388` <dbl> 156.3744, 155.8763, 156.3744, 159.3624, 148.4062, 148.4062, 151…
## $ `2390` <dbl> 14.90, 14.85, 14.80, 14.85, 14.55, 14.20, 14.15, 14.20, 14.00, …
## $ `2392` <dbl> 45.2992, 45.5795, 43.0576, 42.7307, 42.7774, 42.3104, 41.7967, …
## $ `2393` <dbl> 44.9100, 44.3743, 44.8207, 43.5707, 43.3028, 43.4814, 43.3028, …
## $ `2395` <dbl> 351.2120, 342.1822, 342.1822, 340.7564, 343.1327, 342.1822, 342…
## $ `2397` <dbl> 60.9949, 60.4446, 60.2611, 60.2611, 60.2611, 59.8942, 59.8942, …
## $ `2399` <dbl> 24.65, 24.15, 23.95, 23.90, 23.70, 23.60, 23.30, 24.35, 23.60, …
## $ `2401` <dbl> 33.75, 33.25, 32.80, 33.00, 32.75, 32.25, 32.15, 32.70, 31.50, …
## $ `2402` <dbl> 32.9230, 32.6002, 32.5541, 32.6924, 32.3236, 31.5397, 31.3552, …
## $ `2404` <dbl> 240.8758, 242.6903, 247.6802, 245.8657, 244.9584, 248.5874, 250…
## $ `2405` <dbl> 17.7285, 17.8759, 17.4339, 17.5321, 17.4830, 17.0410, 17.1883, …
## $ `2406` <dbl> 16.40, 16.30, 16.25, 16.30, 16.45, 16.30, 15.90, 16.75, 16.80, …
## $ `2408` <dbl> 76.5, 73.1, 74.4, 74.7, 73.1, 72.6, 71.5, 69.4, 68.8, 71.5, 69.…
## $ `2409` <dbl> 16.9696, 16.4147, 16.5997, 17.3857, 17.7556, 17.3857, 16.9696, …
## $ `2412` <dbl> 111.6200, 111.1568, 110.2305, 110.6937, 111.6200, 111.1568, 111…
## $ `2413` <dbl> 29.8282, 29.1345, 28.2922, 28.5895, 28.3913, 27.9454, 27.5490, …
## $ `2414` <dbl> 30.5550, 30.5550, 30.5996, 30.4212, 30.3766, 30.1535, 29.9305, …
## $ `2415` <dbl> 27.5055, 27.4580, 27.6005, 27.3155, 27.3630, 27.0780, 26.7454, …
## $ `2417` <dbl> 34.7441, 34.1989, 34.0998, 34.2484, 33.1085, 33.7032, 32.9102, …
## $ `2419` <dbl> 33.6886, 33.9858, 34.2831, 33.9858, 33.4904, 32.7968, 32.2518, …
## $ `2420` <dbl> 44.1220, 44.4365, 44.0771, 43.5379, 43.4031, 43.2683, 43.1335, …
## $ `2421` <dbl> 101.8021, 97.5992, 94.3303, 92.1822, 91.6218, 91.0615, 95.2643,…
## $ `2423` <dbl> 34.5667, 34.0683, 33.9777, 34.2043, 33.7965, 33.7059, 37.0584, …
## $ `2424` <dbl> 29.20, 28.95, 28.95, 28.75, 29.00, 29.45, 28.70, 31.55, 34.70, …
## $ `2425` <dbl> 47.6124, 47.3665, 46.2844, 46.2352, 45.8417, 45.2515, 44.4153, …
## $ `2426` <dbl> 18.2965, 18.0505, 17.8538, 18.0014, 18.0505, 18.0014, 18.1981, …
## $ `2427` <dbl> 24.1741, 23.8417, 23.9366, 23.5567, 23.5567, 24.3166, 23.7467, …
## $ `2428` <dbl> 156.4818, 153.6874, 151.3588, 149.9617, 148.5645, 148.5645, 147…
## $ `2429` <dbl> 13.6383, 13.6758, 13.7507, 13.9006, 14.1254, 14.0504, 13.6758, …
## $ `2430` <dbl> 35.2951, 35.1148, 35.1148, 35.1148, 35.1599, 35.1599, 35.1599, …
## $ `2431` <dbl> 11.55, 11.55, 11.80, 11.75, 11.50, 11.55, 11.30, 11.35, 11.45, …
## $ `2433` <dbl> 46.2597, 46.1709, 46.4373, 46.0821, 45.8157, 45.8157, 45.7269, …
## $ `2434` <dbl> 35.45, 35.15, 34.90, 34.60, 34.50, 34.95, 34.30, 34.85, 34.95, …
## $ `2436` <dbl> 68.9761, 68.3101, 67.3587, 68.3101, 65.3608, 64.6948, 64.2191, …
## $ `2438` <dbl> 23.00, 23.15, 23.15, 23.15, 23.05, 23.00, 22.90, 22.95, 23.00, …
## $ `2439` <dbl> 99.8940, 98.5380, 98.5380, 98.0860, 95.8259, 95.8259, 95.8259, …
## $ `2440` <dbl> 12.85, 12.75, 12.85, 12.70, 12.70, 12.55, 12.55, 12.70, 12.65, …
## $ `2441` <dbl> 55.3022, 54.9372, 54.6634, 54.0246, 53.8421, 53.7508, 53.8421, …
## $ `2442` <dbl> 24.0584, 23.5801, 23.9149, 24.4410, 24.1540, 23.7236, 23.1018, …
## $ `2444` <dbl> 13.05, 13.00, 12.80, 12.65, 12.50, 12.20, 12.05, 12.40, 12.15, …
## $ `2449` <dbl> 78.8173, 78.3481, 77.9728, 77.7851, 76.5653, 77.0345, 76.7530, …
## $ `2450` <dbl> 35.4598, 35.2798, 35.3248, 35.5948, 36.4048, 35.4598, 35.5048, …
## $ `2451` <dbl> 72.0850, 71.3605, 71.2699, 71.0888, 70.8171, 70.6360, 71.5416, …
## $ `2453` <dbl> 52.8265, 51.9968, 51.3514, 50.7983, 50.2451, 50.2451, 50.4295, …
## $ `2454` <dbl> 898.1428, 872.5077, 872.1316, 865.5530, 864.6132, 872.1316, 868…
## $ `2455` <dbl> 150.8728, 135.9777, 127.3290, 126.8485, 126.8485, 127.3290, 124…
## $ `2457` <dbl> 59.3, 58.8, 57.6, 58.3, 58.9, 56.5, 55.0, 57.1, 56.9, 58.3, 57.…
## $ `2458` <dbl> 145.5674, 144.1984, 142.8294, 141.9168, 140.0915, 141.0041, 146…
## $ `2459` <dbl> 56.0541, 55.6092, 55.6092, 55.2533, 55.0754, 55.0754, 55.0754, …
## $ `2460` <dbl> 28.85, 28.25, 27.75, 28.70, 28.75, 30.80, 30.20, 29.95, 29.55, …
## $ `2461` <dbl> 20.9032, 20.8115, 20.9032, 20.9490, 21.0407, 21.5908, 21.4533, …
## $ `2462` <dbl> 36.0663, 35.5985, 35.5517, 35.5985, 34.9436, 34.7565, 34.1952, …
## $ `2464` <dbl> 35.3871, 35.0938, 35.0450, 34.9961, 34.9961, 34.9961, 34.8983, …
## $ `2465` <dbl> 60.7762, 59.6276, 58.3834, 58.2877, 57.6177, 57.8091, 56.5649, …
## $ `2466` <dbl> 38.00, 37.25, 37.45, 37.45, 37.50, 37.40, 37.40, 37.60, 37.50, …
## $ `2467` <dbl> 64.6299, 62.5451, 60.4602, 63.9665, 65.8618, 66.3357, 65.1985, …
## $ `2468` <dbl> 28.2775, 27.7530, 27.7530, 27.8483, 28.0868, 27.9914, 28.2298, …
## $ `2471` <dbl> 49.5478, 49.4584, 48.4746, 48.2957, 49.0112, 49.2795, 49.2795, …
## $ `2472` <dbl> 65.6906, 65.1331, 64.5756, 63.6465, 62.2527, 63.9252, 63.2748, …
## $ `2474` <dbl> 177.3662, 175.1039, 175.5564, 178.2712, 180.0810, 178.7236, 178…
## $ `2476` <dbl> 66.5751, 65.8353, 65.0956, 65.4655, 65.1881, 65.2805, 65.2805, …
## $ `2477` <dbl> 20.7476, 20.5171, 20.4248, 20.3326, 20.3787, 20.3787, 20.2404, …
## $ `2478` <dbl> 44.5657, 44.2863, 43.6809, 43.8672, 43.6344, 43.1687, 42.5633, …
## $ `2480` <dbl> 106.9727, 107.4241, 106.5213, 106.9727, 106.9727, 106.5213, 105…
## $ `2481` <dbl> 63.2534, 62.3987, 61.7338, 61.4489, 61.6389, 60.6891, 59.7394, …
## $ `2482` <dbl> 38.1006, 37.2036, 36.6843, 36.8731, 36.6370, 34.9374, 34.1820, …
## $ `2483` <dbl> 23.4699, 23.3725, 23.3238, 23.3238, 23.3725, 23.3238, 23.1777, …
## $ `2484` <dbl> 30.4798, 30.4798, 30.1114, 30.1114, 29.6970, 29.3287, 29.1906, …
## $ `2485` <dbl> 22.00, 21.65, 21.35, 21.50, 21.45, 21.20, 21.10, 21.50, 21.20, …
## $ `2486` <dbl> 49.6793, 50.6534, 48.0720, 46.0751, 44.8088, 43.9321, 43.8834, …
## $ `2488` <dbl> 35.5618, 35.4291, 35.3849, 35.3849, 35.3849, 35.2964, 35.2522, …
## $ `2489` <dbl> 13.1076, 13.1076, 13.2088, 13.7149, 13.9173, 13.6137, 13.6137, …
## $ `2491` <dbl> 13.90, 13.80, 13.80, 13.80, 13.70, 13.75, 13.50, 13.60, 13.55, …
## $ `2492` <dbl> 115.2201, 112.3634, 110.4589, 110.4589, 108.5544, 107.6022, 106…
## $ `2493` <dbl> 67.7669, 67.9338, 68.5180, 66.4316, 66.5150, 66.8489, 67.9338, …
## $ `2495` <dbl> 19.7673, 19.6287, 19.4440, 19.3516, 19.4440, 19.0283, 18.7050, …
## $ `2496` <dbl> 53.4893, 52.6293, 52.4573, 52.2853, 52.0274, 51.8554, 51.9414, …
## $ `2497` <dbl> 60.1666, 59.5126, 59.0455, 59.1389, 59.2324, 58.6718, 57.8310, …
## $ `2498` <dbl> 50.70, 49.40, 48.65, 48.90, 52.90, 54.70, 52.20, 52.10, 51.60, …
## $ `2501` <dbl> 17.0770, 16.7557, 16.8934, 17.2606, 17.2147, 16.9393, 16.6639, …
## $ `2504` <dbl> 25.1637, 24.8508, 25.0296, 25.0296, 24.9849, 24.9849, 24.8508, …
## $ `2505` <dbl> 23.0540, 22.5614, 22.8569, 23.4481, 23.2018, 22.7092, 22.4136, …
## $ `2506` <dbl> 9.6476, 9.5530, 9.4395, 9.4584, 9.6476, 9.4584, 9.5057, 9.6948,…
## $ `2509` <dbl> 16.80, 17.05, 17.40, 18.10, 18.20, 17.75, 17.40, 17.50, 17.60, …
## $ `2511` <dbl> 10.6369, 10.4957, 10.4957, 10.4957, 10.4957, 10.4487, 10.3545, …
## $ `2514` <dbl> 15.90, 15.80, 15.75, 15.75, 15.75, 15.75, 15.75, 15.80, 15.70, …
## $ `2515` <dbl> 13.0125, 12.8679, 12.7715, 12.9643, 13.0125, 12.8197, 12.5306, …
## $ `2516` <dbl> 14.20, 13.95, 13.65, 13.90, 13.80, 13.30, 12.70, 12.85, 12.65, …
## $ `2520` <dbl> 32.4445, 32.1955, 33.1083, 33.9381, 33.8551, 33.1083, 32.5689, …
## $ `2524` <dbl> 31.50, 31.45, 31.40, 31.45, 31.60, 31.50, 32.15, 31.50, 31.50, …
## $ `2527` <dbl> 24.6498, 24.4269, 24.3377, 24.3377, 24.3823, 24.5160, 24.5160, …
## $ `2528` <dbl> 31.1054, 31.3305, 31.5105, 31.8256, 31.4655, 31.3755, 31.3755, …
## $ `2530` <dbl> 32.6567, 33.2899, 34.1041, 34.5564, 32.2949, 32.8829, 33.7422, …
## $ `2534` <dbl> 18.8100, 18.7175, 18.6713, 18.9948, 18.9024, 18.6251, 18.5327, …
## $ `2535` <dbl> 39.2390, 39.0614, 39.1058, 39.1946, 40.1711, 39.8160, 39.8604, …
## $ `2536` <dbl> 29.1069, 29.1069, 29.3975, 29.5428, 29.7849, 29.7365, 29.5912, …
## $ `2537` <dbl> 9.05, 9.47, 9.30, 9.52, 9.80, 9.68, 9.39, 9.23, 9.23, 9.48, 9.2…
## $ `2538` <dbl> 14.2583, 14.3486, 14.3486, 14.6193, 14.7095, 14.7095, 14.3486, …
## $ `2539` <dbl> 34.1707, 33.9935, 33.8163, 33.9935, 33.9935, 33.7099, 34.5606, …
## $ `2540` <dbl> 39.9583, 39.7281, 40.1424, 40.4186, 40.9710, 41.0171, 40.6948, …
## $ `2542` <dbl> 32.9546, 32.8318, 32.8318, 32.9137, 32.9137, 32.7909, 32.7500, …
## $ `2543` <dbl> 13.8188, 13.7921, 13.4981, 14.1663, 15.0216, 14.4069, 14.8613, …
## $ `2545` <dbl> 36.6722, 36.4167, 36.3741, 36.4167, 36.2889, 36.1611, 35.7778, …
## $ `2546` <dbl> 68.2285, 67.7161, 67.9723, 68.5701, 67.7161, 67.3746, 67.1184, …
## $ `2547` <dbl> 9.0062, 8.9327, 8.9052, 8.9052, 8.9235, 8.8685, 8.7950, 9.0245,…
## $ `2548` <dbl> 76.1693, 76.2482, 76.2482, 76.2482, 76.2482, 75.4589, 75.6957, …
## $ `2597` <dbl> 64.7437, 64.7437, 65.0204, 66.4038, 68.0639, 67.5106, 65.8505, …
## $ `2601` <dbl> 8.95, 8.94, 9.04, 9.00, 8.93, 8.74, 8.55, 8.54, 8.52, 8.52, 8.3…
## $ `2603` <dbl> 124.5564, 127.8559, 132.8052, 134.0425, 132.3928, 124.9689, 122…
## $ `2605` <dbl> 23.5295, 24.0809, 25.0920, 25.3677, 24.7703, 23.7133, 22.7022, …
## $ `2606` <dbl> 47.6593, 47.8405, 49.2902, 49.7433, 48.6560, 46.8438, 45.5753, …
## $ `2607` <dbl> 50.6421, 51.3576, 56.4456, 56.9226, 55.0146, 53.5041, 51.9936, …
## $ `2608` <dbl> 34.4744, 34.3394, 34.4744, 34.4294, 34.4294, 34.2944, 34.0693, …
## $ `2609` <dbl> 46.0798, 46.9492, 49.8183, 50.4269, 49.1228, 44.9495, 42.4282, …
## $ `2610` <dbl> 20.8903, 20.6566, 20.6566, 20.2828, 20.2828, 19.8622, 19.4883, …
## $ `2611` <dbl> 14.2684, 14.3966, 15.8064, 15.6782, 15.0801, 14.8665, 14.6529, …
## $ `2612` <dbl> 47.5805, 47.1131, 48.6087, 48.9827, 48.3283, 46.2718, 44.8696, …
## $ `2613` <dbl> 21.8627, 21.7210, 22.4293, 22.8543, 22.0988, 21.4377, 20.9183, …
## $ `2614` <dbl> 20.4761, 20.1597, 20.0241, 20.2049, 20.3405, 19.9789, 19.7529, …
## $ `2615` <dbl> 51.7794, 52.0634, 53.9566, 54.8085, 53.1993, 49.6022, 47.9930, …
## $ `2616` <dbl> 28.8287, 28.7806, 28.7325, 28.7806, 28.9250, 28.8769, 28.8287, …
## $ `2617` <dbl> 30.2443, 30.4254, 31.1045, 31.5120, 30.9687, 29.5651, 28.8860, …
## $ `2618` <dbl> 29.9795, 29.4873, 29.9795, 29.2189, 29.1294, 29.2636, 28.6372, …
## $ `2630` <dbl> 36.8562, 35.8888, 35.7921, 36.7595, 35.9372, 35.1150, 35.5019, …
## $ `2633` <dbl> 28.6780, 28.3056, 28.2590, 28.0728, 28.1194, 27.9797, 28.0263, …
## $ `2634` <dbl> 50.4712, 49.6238, 49.6238, 51.0362, 50.5654, 48.4938, 48.5880, …
## $ `2636` <dbl> 78.5399, 79.3487, 83.2128, 86.7174, 86.3580, 80.8764, 80.2473, …
## $ `2642` <dbl> 40.0499, 39.8578, 39.7618, 39.8578, 39.9059, 39.3296, 38.9454, …
## $ `2645` <dbl> 100.0776, 98.2413, 97.3231, 98.7003, 96.8641, 95.0278, 95.0278,…
## $ `2646` <dbl> 22.7037, 22.6079, 22.3205, 22.2726, 22.1289, 21.8415, 21.8894, …
## $ `2701` <dbl> 12.4097, 12.3142, 12.2188, 12.2665, 12.3142, 12.2665, 12.2188, …
## $ `2702` <dbl> 21.35, 21.15, 20.95, 21.15, 21.10, 21.15, 20.95, 21.25, 21.45, …
## $ `2704` <dbl> 47.8457, 47.8457, 47.5534, 47.4560, 48.1381, 47.9432, 47.6508, …
## $ `2705` <dbl> 18.15, 17.95, 17.75, 18.10, 18.25, 18.05, 17.70, 17.95, 18.20, …
## $ `2706` <dbl> 15.2325, 15.0421, 14.9469, 15.0421, 15.0897, 15.1373, 15.0897, …
## $ `2707` <dbl> 196.8271, 195.0579, 191.9617, 194.1733, 198.5963, 197.7117, 195…
## $ `2712` <dbl> 34.1584, 34.1584, 34.1584, 34.5034, 34.6513, 34.7991, 34.3062, …
## $ `2722` <dbl> 58.9543, 57.7568, 56.0066, 56.4671, 58.1252, 55.8223, 54.9933, …
## $ `2727` <dbl> 224.7472, 225.1879, 221.2218, 226.5100, 230.0354, 229.5947, 222…
## $ `2731` <dbl> 123.6768, 123.6768, 122.7707, 125.4889, 128.6601, 128.2071, 125…
## $ `2739` <dbl> 59.2800, 60.3525, 58.1100, 58.5000, 61.9125, 61.2300, 60.3525, …
## $ `2748` <dbl> 76.1851, 76.3711, 74.6967, 74.9758, 79.5339, 78.2316, 77.0223, …
## $ `2753` <dbl> 156.7008, 155.7763, 155.7763, 156.2386, 155.7763, 154.3896, 153…
## $ `2801` <dbl> 15.6172, 15.4427, 15.4427, 15.4427, 15.4864, 15.4864, 15.3991, …
## $ `2812` <dbl> 13.5101, 13.5101, 13.5525, 13.5525, 13.5101, 13.4676, 13.7225, …
## $ `2816` <dbl> 35.4165, 35.0864, 34.6619, 34.8977, 35.2278, 34.6619, 33.6716, …
## $ `2820` <dbl> 13.6737, 13.6284, 13.6284, 13.6284, 13.6284, 13.6737, 13.6737, …
## $ `2832` <dbl> 31.2757, 31.0993, 31.0406, 31.0406, 30.9230, 30.7466, 29.7472, …
## $ `2834` <dbl> 11.3135, 11.1897, 11.1897, 11.1897, 11.2310, 11.1897, 11.1484, …
## $ `2836` <dbl> 10.5079, 10.5079, 10.5079, 10.5510, 10.5510, 10.5510, 10.5079, …
## $ `2838` <dbl> 12.0909, 11.9640, 11.9640, 12.0909, 12.0486, 12.0486, 12.0486, …
## $ `2845` <dbl> 10.7160, 10.6733, 10.7160, 10.7160, 10.7587, 10.6733, 10.6733, …
## $ `2849` <dbl> 13.8359, 13.6937, 13.6464, 13.6937, 13.6937, 13.6464, 13.6464, …
## $ `2850` <dbl> 60.0510, 59.7864, 59.6982, 59.6982, 59.4337, 58.3755, 58.4637, …
## $ `2851` <dbl> 20.1439, 20.0561, 20.1000, 20.1439, 20.1000, 20.0122, 20.0122, …
## $ `2852` <dbl> 16.4681, 16.4681, 16.5122, 16.5564, 16.4239, 16.2032, 16.1149, …
## $ `2855` <dbl> 16.2067, 15.9592, 16.0005, 16.0005, 16.1654, 16.0830, 15.9180, …
## $ `2867` <dbl> 4.9909, 4.9614, 4.9614, 4.9614, 4.9515, 4.9417, 4.9712, 4.9614,…
## $ `2880` <dbl> 20.0581, 19.7440, 19.7440, 19.7889, 19.9235, 19.6992, 19.6992, …
## $ `2881` <dbl> 55.5040, 54.7307, 54.5589, 54.3011, 55.0744, 54.9885, 54.9885, …
## $ `2882` <dbl> 41.6918, 41.1878, 40.9588, 41.0962, 41.3253, 41.0046, 40.9588, …
## $ `2883` <dbl> 11.2698, 11.1340, 11.1340, 11.1792, 11.2698, 11.1340, 11.0887, …
## $ `2884` <dbl> 23.2718, 23.0022, 23.0921, 23.0471, 23.1819, 22.9124, 22.8225, …
## $ `2885` <dbl> 24.3912, 23.6880, 23.9077, 23.6880, 23.6440, 23.5562, 23.2925, …
## $ `2886` <dbl> 35.4062, 34.8206, 34.9107, 35.0909, 35.5414, 35.5414, 35.4513, …
## $ `2887` <dbl> 15.8882, 15.7121, 15.7121, 15.7121, 15.8001, 15.7121, 15.6681, …
## $ `2889` <dbl> 10.9486, 10.9041, 10.9041, 10.9486, 10.9486, 10.9041, 10.7261, …
## $ `2890` <dbl> 17.1080, 17.0638, 17.1522, 17.2406, 17.1522, 17.1522, 17.0638, …
## $ `2891` <dbl> 25.6473, 25.5116, 25.4664, 25.4211, 25.6925, 25.4211, 25.3759, …
## $ `2892` <dbl> 24.2566, 24.0341, 24.0341, 24.0341, 24.2566, 24.0786, 23.9450, …
## $ `2897` <dbl> 9.0677, 9.0042, 9.0042, 9.0132, 9.0132, 9.0042, 8.9134, 8.7863,…
## $ `2901` <dbl> 26.1555, 26.2527, 26.4472, 26.9819, 26.8847, 26.8847, 26.5444, …
## $ `2903` <dbl> 22.0713, 22.1160, 22.1160, 22.1160, 22.0266, 21.9819, 21.9819, …
## $ `2904` <dbl> 17.4123, 17.4581, 17.4581, 17.4581, 17.4123, 17.3664, 17.3664, …
## $ `2905` <dbl> 13.1954, 13.0987, 13.0987, 13.1470, 13.0504, 13.0020, 12.7603, …
## $ `2906` <dbl> 17.2977, 17.2977, 17.2977, 17.2042, 17.2042, 17.2510, 17.2510, …
## $ `2908` <dbl> 19.4109, 19.3178, 19.3178, 19.3644, 19.4575, 19.4575, 19.3178, …
## $ `2910` <dbl> 26.0625, 26.0151, 25.8726, 25.9201, 25.5878, 25.9201, 25.6827, …
## $ `2911` <dbl> 12.3479, 12.3294, 12.3294, 12.2923, 12.3294, 12.3664, 12.3849, …
## $ `2912` <dbl> 252.2864, 249.4832, 249.9504, 249.9504, 250.4176, 251.3520, 250…
## $ `2913` <dbl> 21.55, 21.20, 21.15, 21.30, 21.15, 20.70, 20.55, 20.60, 20.55, …
## $ `2915` <dbl> 59.9318, 59.5624, 58.9160, 58.8237, 58.3619, 58.1773, 58.0849, …
## $ `2945` <dbl> 43.0599, 42.5919, 42.6855, 42.7791, 41.7494, 41.6558, 42.0302, …
## $ `3002` <dbl> 13.0916, 13.1385, 13.6078, 14.0770, 13.7016, 12.9978, 13.2324, …
## $ `3003` <dbl> 67.6893, 67.3148, 66.4722, 66.7531, 66.1913, 65.4424, 64.6934, …
## $ `3004` <dbl> 84.9394, 85.3927, 86.9337, 86.1179, 84.7581, 82.5825, 82.5825, …
## $ `3005` <dbl> 99.1989, 95.5248, 96.4433, 95.0656, 95.0656, 95.0656, 95.9841, …
## $ `3006` <dbl> 93.3485, 93.4459, 91.3997, 91.6920, 89.1585, 88.6713, 88.5739, …
## $ `3008` <dbl> 2609.890, 2516.177, 2483.378, 2431.836, 2417.779, 2413.093, 236…
## $ `3010` <dbl> 90.0559, 89.7816, 88.4102, 88.4102, 87.3131, 86.5817, 87.5874, …
## $ `3011` <dbl> 35.15, 34.55, 33.90, 33.45, 33.30, 33.35, 33.25, 33.90, 33.80, …
## $ `3013` <dbl> 45.8214, 46.1685, 45.2759, 45.0279, 44.3833, 45.1271, 42.4988, …
## $ `3014` <dbl> 133.8117, 134.2578, 136.9340, 136.4880, 133.3657, 134.2578, 134…
## $ `3015` <dbl> 46.3819, 46.0195, 46.5630, 47.2878, 46.5630, 46.9254, 46.8348, …
## $ `3016` <dbl> 59.8788, 58.9996, 58.2182, 58.9019, 58.6089, 57.7298, 56.5576, …
## $ `3017` <dbl> 322.8316, 322.3417, 312.5441, 316.9530, 295.3982, 308.6250, 322…
## $ `3018` <dbl> 15.70, 16.20, 16.20, 16.10, 16.50, 16.50, 16.50, 16.15, 16.15, …
## $ `3019` <dbl> 66.4851, 65.6340, 63.4588, 64.0262, 63.0805, 62.4185, 62.3239, …
## $ `3021` <dbl> 19.6844, 19.5386, 19.3441, 19.4413, 19.4413, 19.2955, 19.1011, …
## $ `3022` <dbl> 76.5783, 76.4874, 75.4869, 75.6688, 75.6688, 71.6671, 70.5757, …
## $ `3023` <dbl> 277.9542, 264.0565, 265.9095, 263.5932, 258.0341, 256.1811, 255…
## $ `3024` <dbl> 17.7685, 17.6719, 17.6719, 17.8650, 18.1065, 17.8168, 17.5270, …
## $ `3025` <dbl> 43.5890, 42.9204, 42.1628, 46.3523, 50.9875, 52.1463, 51.4332, …
## $ `3026` <dbl> 86.1699, 85.9924, 85.9037, 85.5487, 85.6374, 84.5725, 84.1288, …
## $ `3027` <dbl> 42.1324, 41.0927, 40.8452, 40.9937, 41.4393, 40.4986, 39.6569, …
## $ `3028` <dbl> 30.4572, 30.2362, 30.0151, 29.9709, 29.9267, 29.5731, 29.5289, …
## $ `3029` <dbl> 60.3189, 60.5939, 59.8606, 60.4106, 60.9606, 59.9522, 59.9522, …
## $ `3030` <dbl> 59.1307, 61.5866, 61.8700, 63.5702, 63.5702, 63.0979, 63.0979, …
## $ `3031` <dbl> 16.8429, 16.8429, 16.7973, 16.7060, 17.1624, 17.2537, 18.4405, …
## $ `3032` <dbl> 63.2812, 63.2812, 64.4839, 68.4621, 71.2376, 69.3873, 67.0744, …
## $ `3033` <dbl> 25.9126, 25.6445, 26.1360, 25.7786, 25.5999, 25.4212, 25.1978, …
## $ `3034` <dbl> 457.6556, 448.2333, 444.1952, 439.7083, 448.6820, 448.6820, 450…
## $ `3035` <dbl> 346.7796, 359.3022, 358.3389, 369.8982, 363.1553, 361.7104, 372…
## $ `3036` <dbl> 104.7462, 110.3828, 107.5645, 109.9131, 106.6251, 107.5645, 111…
## $ `3037` <dbl> 167.9370, 165.0248, 159.6857, 155.3174, 156.2882, 157.7443, 157…
## $ `3038` <dbl> 27.7946, 27.7496, 27.4343, 27.4793, 27.7046, 27.0739, 26.6234, …
## $ `3040` <dbl> 28.6958, 28.7436, 28.6958, 28.7915, 28.9349, 28.7915, 28.7915, …
## $ `3041` <dbl> 51.2396, 50.9897, 49.5733, 49.8232, 48.4902, 47.3237, 46.6572, …
## $ `3042` <dbl> 90.0945, 89.4574, 88.8204, 88.0014, 87.0913, 86.9093, 86.3633, …
## $ `3043` <dbl> 36.85, 37.10, 37.10, 36.60, 36.75, 36.00, 36.00, 35.55, 35.25, …
## $ `3044` <dbl> 177.6526, 177.1900, 179.9658, 174.8768, 172.1010, 172.1010, 175…
## $ `3045` <dbl> 91.9961, 91.4414, 91.4414, 91.0715, 91.5338, 91.6263, 91.3489, …
## $ `3046` <dbl> 58.7142, 62.5613, 60.6377, 59.8133, 65.7672, 65.0344, 63.7520, …
## $ `3047` <dbl> 16.1250, 16.0757, 15.9771, 15.9771, 15.8784, 15.2867, 15.0895, …
## $ `3048` <dbl> 24.1758, 23.9316, 23.9316, 23.8339, 23.6385, 23.3943, 23.1990, …
## $ `3049` <dbl> 9.66, 9.47, 9.42, 9.53, 9.53, 9.41, 9.20, 9.20, 9.15, 9.18, 9.1…
## $ `3050` <dbl> 16.1321, 16.1793, 16.3208, 16.3679, 16.2264, 15.9906, 15.9434, …
## $ `3051` <dbl> 34.1972, 33.3309, 32.6925, 32.7381, 33.1029, 29.8200, 29.6376, …
## $ `3052` <dbl> 10.9412, 10.8044, 10.7588, 10.7588, 10.7588, 10.6676, 10.5765, …
## $ `3054` <dbl> 20.90, 20.80, 20.90, 20.95, 20.90, 20.90, 20.90, 20.95, 20.95, …
## $ `3055` <dbl> 38.7129, 39.0537, 39.0051, 39.1511, 40.5146, 44.5563, 44.6050, …
## $ `3056` <dbl> 19.6472, 19.5811, 19.4157, 19.3495, 19.4819, 18.3903, 18.2580, …
## $ `3057` <dbl> 19.5765, 19.4229, 19.3461, 19.2694, 19.3461, 19.1926, 18.8855, …
## $ `3058` <dbl> 18.9429, 18.8480, 18.7055, 18.5156, 18.3732, 18.1833, 18.0409, …
## $ `3059` <dbl> 36.0009, 35.6219, 35.1956, 34.8166, 34.1534, 33.3008, 32.6850, …
## $ `3060` <dbl> 21.4138, 21.0724, 21.3163, 21.3163, 21.2675, 20.8285, 21.0236, …
## $ `3062` <dbl> 22.00, 21.65, 21.40, 21.45, 21.40, 21.15, 20.95, 21.30, 21.10, …
## $ `3090` <dbl> 52.4674, 52.1075, 52.0175, 51.7475, 51.2975, 50.9375, 50.9375, …
## $ `3092` <dbl> 35.20, 35.15, 35.05, 34.90, 34.75, 34.50, 34.10, 34.00, 34.05, …
## $ `3094` <dbl> 38.9679, 38.0911, 37.5553, 36.5324, 36.0940, 35.4608, 35.0711, …
## $ `3130` <dbl> 188.0247, 188.4681, 188.0247, 188.4681, 188.9116, 189.7985, 189…
## $ `3135` <dbl> 32.6590, 32.3233, 32.2274, 32.0835, 32.8508, 32.8029, 31.9396, …
## $ `3138` <dbl> 144.0218, 143.5465, 141.1699, 141.1699, 143.5465, 141.6452, 148…
## $ `3149` <dbl> 22.0079, 21.7333, 21.5961, 21.7333, 22.1451, 21.8248, 21.4588, …
## $ `3164` <dbl> 23.0049, 22.9577, 23.0049, 23.0522, 23.0522, 22.9577, 22.9577, …
## $ `3167` <dbl> 53.5583, 53.0642, 51.6808, 54.2500, 54.6453, 56.3252, 54.8429, …
## $ `3168` <dbl> 61.2470, 61.7795, 61.8683, 62.1346, 61.2470, 61.6020, 61.5132, …
## $ `3189` <dbl> 95.9888, 95.5978, 95.5001, 94.9136, 95.5978, 96.3798, 94.2294, …
## $ `3209` <dbl> 31.9103, 31.9980, 31.8226, 31.8226, 31.7788, 30.7268, 30.3762, …
## $ `3229` <dbl> 15.60, 15.35, 15.30, 15.30, 15.35, 15.35, 15.60, 15.50, 15.45, …
## $ `3231` <dbl> 88.4623, 88.2734, 88.9343, 88.3679, 89.1231, 88.7455, 89.2175, …
## $ `3257` <dbl> 68.4577, 68.3654, 67.3505, 67.2583, 66.9815, 65.6898, 65.2285, …
## $ `3266` <dbl> 18.3106, 18.1261, 17.6188, 17.6649, 18.2645, 17.9877, 17.6649, …
## $ `3296` <dbl> 20.55, 20.70, 20.35, 20.70, 20.90, 21.00, 21.15, 20.30, 20.75, …
## $ `3305` <dbl> 66.4110, 65.7553, 64.2566, 65.0060, 64.3503, 64.2566, 63.9756, …
## $ `3308` <dbl> 40.2944, 39.5738, 39.0196, 39.5738, 39.7955, 38.7425, 37.7448, …
## $ `3311` <dbl> 34.1128, 33.9345, 33.6669, 33.7115, 33.4886, 33.5332, 34.1574, …
## $ `3312` <dbl> 20.7904, 20.8379, 21.4549, 22.2619, 22.1195, 21.1227, 21.5024, …
## $ `3321` <dbl> 25.0448, 25.3190, 24.9533, 25.0448, 25.1362, 24.7705, 24.4049, …
## $ `3338` <dbl> 63.1609, 61.8470, 60.0638, 58.7499, 58.1869, 57.1545, 56.3099, …
## $ `3346` <dbl> 47.9401, 46.3995, 45.6745, 46.2182, 46.9432, 45.1761, 44.8589, …
## $ `3356` <dbl> 42.8948, 42.4091, 42.2633, 42.0204, 42.0204, 41.3889, 40.8545, …
## $ `3376` <dbl> 116.5421, 116.0683, 113.6996, 114.1733, 115.5946, 117.0158, 117…
## $ `3380` <dbl> 34.8112, 34.2958, 35.3266, 35.5140, 34.4832, 34.6238, 34.2958, …
## $ `3406` <dbl> 395.6458, 395.1771, 394.2395, 376.4261, 371.2696, 365.6443, 368…
## $ `3413` <dbl> 193.4781, 190.2612, 189.8016, 190.2612, 187.9633, 192.0994, 193…
## $ `3416` <dbl> 113.7697, 114.6984, 113.7697, 112.8409, 113.3053, 113.7697, 116…
## $ `3419` <dbl> 18.15, 18.00, 18.00, 17.90, 17.90, 17.80, 17.75, 18.00, 17.85, …
## $ `3432` <dbl> 19.9673, 19.8749, 19.8749, 19.7824, 19.9673, 19.5976, 19.6900, …
## $ `3437` <dbl> 29.25, 28.90, 29.05, 28.55, 28.90, 28.75, 28.15, 29.65, 28.85, …
## $ `3443` <dbl> 1629.764, 1600.487, 1590.728, 1615.125, 1624.884, 1649.282, 174…
## $ `3447` <dbl> 36.4448, 36.3957, 36.1992, 36.0519, 35.0695, 33.8416, 32.6137, …
## $ `3450` <dbl> 61.1571, 58.3636, 57.5655, 56.6676, 56.0690, 56.2685, 56.1688, …
## $ `3454` <dbl> 150.6956, 151.1710, 151.1710, 152.5972, 154.0233, 150.6956, 149…
## $ `3481` <dbl> 13.9488, 13.5129, 13.6098, 14.5300, 14.6753, 14.3363, 14.1426, …
## $ `3494` <dbl> 13.9991, 14.1769, 13.9991, 13.8880, 13.7769, 13.6436, 13.5547, …
## $ `3501` <dbl> 46.1613, 46.1613, 46.8756, 46.3399, 46.1613, 45.8042, 45.5363, …
## $ `3504` <dbl> 68.7, 66.9, 66.5, 66.9, 65.6, 64.7, 65.2, 65.8, 66.1, 66.7, 65.…
## $ `3515` <dbl> 234.6535, 231.3284, 223.7283, 219.4532, 222.7783, 230.8534, 225…
## $ `3518` <dbl> 34.7669, 35.2531, 35.4963, 35.0586, 35.9339, 36.4201, 35.2045, …
## $ `3528` <dbl> 49.4183, 49.6041, 49.3254, 49.2325, 48.7680, 47.4676, 46.8173, …
## $ `3530` <dbl> 100.5, 99.3, 98.7, 104.5, 103.5, 103.0, 103.0, 101.5, 100.5, 10…
## $ `3532` <dbl> 158.1835, 157.7099, 155.8155, 155.3419, 155.3419, 154.8683, 154…
## $ `3533` <dbl> 983.6881, 955.0370, 943.5766, 934.0262, 921.6107, 930.2060, 929…
## $ `3535` <dbl> 18.3817, 18.2826, 18.2826, 18.3321, 18.2826, 18.0349, 18.0844, …
## $ `3543` <dbl> 22.2782, 22.6051, 22.6985, 23.0721, 22.8853, 22.7452, 22.2782, …
## $ `3545` <dbl> 103.5135, 102.0691, 102.0691, 102.5506, 100.1433, 99.6618, 101.…
## $ `3550` <dbl> 14.4082, 14.3600, 14.3600, 14.3600, 14.2636, 14.3600, 14.2154, …
## $ `3557` <dbl> 52.4407, 55.2236, 55.4845, 55.2236, 54.6148, 53.4843, 52.7885, …
## $ `3563` <dbl> 207.5011, 203.1173, 198.7334, 200.6818, 204.5785, 205.5527, 203…
## $ `3576` <dbl> 14.65, 14.35, 14.25, 14.20, 14.10, 13.85, 13.75, 13.75, 13.60, …
## $ `3583` <dbl> 205.4759, 203.0356, 201.5714, 194.7385, 192.7862, 197.1788, 201…
## $ `3588` <dbl> 76.5423, 77.5666, 76.9148, 84.5504, 84.3642, 81.8500, 84.0848, …
## $ `3591` <dbl> 22.9654, 22.9182, 22.8710, 22.8710, 22.8239, 22.9182, 23.0125, …
## $ `3592` <dbl> 356.9294, 359.1913, 356.4771, 351.0485, 356.4771, 363.2628, 360…
## $ `3593` <dbl> 11.15, 11.10, 11.00, 11.00, 10.95, 10.90, 10.85, 10.90, 10.90, …
## $ `3596` <dbl> 157.4154, 156.0305, 156.4921, 155.1072, 155.5689, 154.6456, 154…
## $ `3605` <dbl> 31.8294, 31.0373, 30.7403, 30.9878, 31.0373, 30.7898, 30.5918, …
## $ `3607` <dbl> 15.3243, 15.0935, 14.7704, 15.0935, 15.0474, 14.9089, 14.8627, …
## $ `3617` <dbl> 183.9004, 181.6074, 180.6902, 181.1488, 179.3144, 177.4799, 179…
## $ `3622` <dbl> 40.2801, 39.6378, 39.3626, 39.6378, 38.7662, 41.3812, 41.5647, …
## $ `3645` <dbl> 41.8626, 40.7444, 39.5288, 39.6261, 39.6261, 38.8481, 41.2306, …
## $ `3652` <dbl> 29.2339, 28.9425, 28.5540, 28.6997, 29.1368, 28.4569, 27.8742, …
## $ `3653` <dbl> 721.2123, 693.7001, 689.7698, 687.8046, 688.7872, 689.7698, 700…
## $ `3669` <dbl> 44.4020, 43.3845, 42.7369, 42.8757, 42.8294, 42.3669, 42.0432, …
## $ `3679` <dbl> 91.2491, 90.3675, 90.8083, 90.8083, 94.3349, 92.1308, 94.3349, …
## $ `3686` <dbl> 13.60, 13.60, 13.45, 13.50, 13.45, 13.60, 13.30, 13.35, 13.50, …
## $ `3694` <dbl> 44.6110, 43.8016, 42.6590, 42.5637, 42.3257, 41.9924, 41.5639, …
## $ `3701` <dbl> 57.8769, 57.2883, 55.8169, 56.4054, 55.8169, 54.9340, 54.5416, …
## $ `3702` <dbl> 73.9481, 74.0400, 75.0518, 74.8678, 74.4079, 75.2357, 75.4197, …
## $ `3703` <dbl> 26.1354, 25.9520, 25.9061, 25.9978, 25.9520, 25.7686, 25.5393, …
## $ `3704` <dbl> 48.0410, 47.4691, 46.8495, 46.9925, 46.7065, 45.9916, 45.5627, …
## $ `3705` <dbl> 42.5614, 42.6981, 42.6526, 43.0627, 43.2450, 43.0171, 42.7437, …
## $ `3706` <dbl> 37.9886, 38.0765, 37.0213, 37.1532, 37.0652, 36.8894, 38.3843, …
## $ `3708` <dbl> 94.2618, 92.8688, 92.1258, 91.9401, 91.1972, 89.3398, 88.6897, …
## $ `3711` <dbl> 124.6596, 118.1232, 118.5901, 118.1232, 117.6563, 118.1232, 118…
## $ `3712` <dbl> 35.3618, 34.7230, 33.5367, 33.8105, 34.3124, 34.3124, 33.9017, …
## $ `3714` <dbl> 44.2556, 43.0143, 42.6801, 43.5395, 44.4943, 43.2053, 42.4892, …
## $ `3715` <dbl> 80.0941, 80.7545, 79.2451, 78.7734, 77.0753, 77.0753, 76.0375, …
## $ `4104` <dbl> 73.8042, 73.4710, 73.3044, 73.5543, 73.1378, 72.8879, 72.8879, …
## $ `4106` <dbl> 26.9400, 26.9868, 26.9400, 26.9400, 26.7057, 26.4714, 26.1903, …
## $ `4108` <dbl> 21.75, 22.10, 22.10, 22.20, 22.05, 21.70, 22.00, 21.90, 21.70, …
## $ `4119` <dbl> 94.6933, 94.4043, 94.8860, 96.3310, 95.4640, 93.7300, 92.5740, …
## $ `4133` <dbl> 33.1874, 34.2304, 34.8942, 34.5149, 34.4675, 34.3252, 33.9934, …
## $ `4142` <dbl> 33.10, 33.00, 33.05, 33.15, 33.10, 33.00, 32.70, 32.10, 32.10, …
## $ `4155` <dbl> 24.3481, 24.3966, 24.1056, 24.2026, 24.2511, 24.1056, 24.1541, …
## $ `4164` <dbl> 57.3339, 56.3068, 55.8399, 56.2134, 55.8399, 54.3458, 54.9061, …
## $ `4306` <dbl> 15.5582, 15.4705, 15.4267, 15.3829, 15.5144, 15.3391, 15.0761, …
## $ `4414` <dbl> 13.6239, 13.6239, 13.6618, 13.6618, 13.6239, 13.5100, 13.5859, …
## $ `4426` <dbl> 21.70, 21.20, 21.15, 21.15, 21.15, 21.00, 20.60, 20.05, 20.00, …
## $ `4438` <dbl> 101.7532, 101.3010, 100.8488, 101.7532, 101.3010, 100.8488, 99.…
## $ `4440` <dbl> 23.5918, 23.5468, 23.5018, 23.5468, 23.5468, 23.5018, 23.5018, …
## $ `4441` <dbl> 120.1650, 120.1650, 120.1650, 117.3705, 117.3705, 117.3705, 116…
## $ `4526` <dbl> 18.5338, 18.3350, 18.4841, 18.4841, 18.6332, 18.3350, 18.0866, …
## $ `4532` <dbl> 19.4695, 19.1985, 19.5598, 19.3791, 19.0629, 19.1533, 19.3791, …
## $ `4536` <dbl> 161.1993, 160.2988, 163.9010, 161.6496, 162.5502, 162.5502, 161…
## $ `4540` <dbl> 32.10, 31.95, 32.00, 32.15, 32.00, 31.75, 31.75, 31.90, 32.20, …
## $ `4545` <dbl> 28.0274, 27.9808, 27.7943, 27.8875, 27.8875, 27.9342, 27.8409, …
## $ `4551` <dbl> 122.1995, 120.3195, 118.4395, 117.9695, 116.5595, 113.2695, 111…
## $ `4555` <dbl> 59.4797, 59.8710, 60.1645, 60.7515, 61.1428, 60.4580, 60.4580, …
## $ `4562` <dbl> 15.60, 15.60, 15.45, 15.50, 15.50, 15.35, 15.45, 15.40, 15.15, …
## $ `4564` <dbl> 23.5932, 23.3014, 23.0581, 23.1554, 23.2041, 22.8635, 22.5230, …
## $ `4566` <dbl> 50.4382, 49.9651, 49.7758, 49.7758, 49.4919, 49.0188, 48.7349, …
## $ `4572` <dbl> 157.8988, 156.0628, 152.8497, 156.5218, 152.8497, 145.5056, 142…
## $ `4576` <dbl> 67.1953, 64.8026, 64.7029, 65.2014, 64.8026, 64.5035, 63.7060, …
## $ `4583` <dbl> 198.8198, 197.8730, 197.8730, 196.9263, 197.8730, 195.0327, 195…
## $ `4588` <dbl> 72.4854, 73.1401, 71.4566, 70.8019, 69.7731, 68.8378, 68.8378, …
## $ `4720` <dbl> 15.3444, 15.1153, 14.7947, 15.2986, 15.0695, 14.1535, 14.1535, …
## $ `4722` <dbl> 36.1514, 35.8166, 35.6254, 35.5297, 35.7210, 35.7210, 36.2470, …
## $ `4736` <dbl> 142.3000, 144.4825, 144.9190, 145.7920, 148.8475, 147.5380, 145…
## $ `4737` <dbl> 65.4752, 65.0340, 65.0340, 64.8575, 64.9457, 64.9457, 64.3281, …
## $ `4739` <dbl> 74.5819, 73.5178, 72.3570, 72.1635, 71.7766, 71.3897, 71.0995, …
## $ `4746` <dbl> 95.3288, 94.3942, 92.9923, 99.0672, 96.2634, 92.5250, 95.7961, …
## $ `4755` <dbl> 117.4918, 116.0705, 114.6492, 118.4393, 119.3868, 117.4918, 117…
## $ `4764` <dbl> 40.90, 40.80, 40.60, 40.75, 40.70, 40.70, 40.95, 40.60, 40.65, …
## $ `4766` <dbl> 256.7259, 254.0044, 254.9116, 245.3864, 244.0257, 257.6330, 257…
## $ `4770` <dbl> 298.7858, 296.9096, 295.5024, 300.6620, 299.2549, 292.2191, 290…
## $ `4771` <dbl> 237.4754, 236.5178, 236.0390, 239.8693, 248.4873, 256.6266, 255…
## $ `4904` <dbl> 73.7765, 73.3148, 73.3148, 73.0378, 73.5918, 73.8688, 73.9611, …
## $ `4906` <dbl> 31.4072, 30.9094, 30.6378, 30.4568, 30.5473, 30.0948, 30.2758, …
## $ `4915` <dbl> 61.5791, 61.3054, 61.3054, 60.5756, 59.7545, 59.2072, 59.8458, …
## $ `4916` <dbl> 34.8785, 34.8295, 34.5845, 34.8785, 34.6825, 33.9967, 33.7028, …
## $ `4919` <dbl> 137.0394, 137.5236, 136.5551, 135.1024, 133.6497, 130.7443, 130…
## $ `4930` <dbl> 30.0030, 29.8701, 29.4269, 30.5349, 29.8258, 28.8065, 28.8065, …
## $ `4934` <dbl> 27.15, 26.90, 26.80, 27.05, 26.90, 26.15, 26.05, 26.05, 26.00, …
## $ `4938` <dbl> 79.7563, 78.3875, 77.2012, 76.5624, 76.5624, 76.4712, 75.6499, …
## $ `4942` <dbl> 39.1344, 38.8192, 38.9543, 39.1344, 38.9093, 38.6391, 38.5940, …
## $ `4949` <dbl> 37.1821, 36.4977, 36.3153, 36.4521, 36.4521, 35.5853, 35.5397, …
## $ `4952` <dbl> 50.3537, 50.5392, 49.7046, 49.7046, 49.3337, 48.7773, 49.1482, …
## $ `4956` <dbl> 16.45, 16.90, 16.60, 18.25, 20.05, 22.05, 24.25, 22.50, 21.55, …
## $ `4960` <dbl> 13.25, 13.20, 13.35, 13.40, 13.45, 13.35, 13.60, 13.50, 13.60, …
## $ `4961` <dbl> 227.6275, 226.2698, 219.9343, 221.2919, 216.7665, 215.4089, 216…
## $ `4967` <dbl> 81.5212, 77.8114, 75.1479, 75.4333, 75.8137, 74.3869, 75.2430, …
## $ `4968` <dbl> 180.6193, 169.7028, 162.7559, 164.7407, 167.2218, 164.2445, 164…
## $ `4976` <dbl> 41.20, 40.55, 40.15, 40.45, 40.15, 39.50, 39.55, 39.80, 39.45, …
## $ `4989` <dbl> 25.35, 25.85, 26.60, 27.70, 26.90, 26.40, 25.80, 26.30, 27.05, …
## $ `4994` <dbl> 56.0070, 55.9150, 56.0989, 56.2829, 56.5588, 56.4668, 56.0070, …
## $ `4999` <dbl> 33.2714, 33.0384, 33.1316, 32.8986, 32.8054, 32.6657, 32.4327, …
## $ `5007` <dbl> 50.6782, 50.2289, 50.2289, 50.2289, 50.2289, 50.4086, 49.5999, …
## $ `5203` <dbl> 89.8553, 87.9911, 87.2454, 86.7794, 86.3133, 86.5929, 86.2201, …
## $ `5222` <dbl> 130.9618, 132.1381, 133.7066, 135.6671, 132.9224, 130.5697, 130…
## $ `5234` <dbl> 98.1947, 96.2973, 93.3562, 97.2460, 95.8229, 94.8741, 93.3562, …
## $ `5244` <dbl> 39.4540, 39.5484, 41.0586, 41.7665, 42.3328, 41.7665, 42.2385, …
## $ `5258` <dbl> 113.0332, 111.6658, 108.4754, 106.6523, 104.8292, 103.9176, 104…
## $ `5269` <dbl> 1697.972, 1615.263, 1605.533, 1683.377, 1727.164, 1809.873, 185…
## $ `5283` <dbl> 103.7180, 103.7180, 104.1831, 104.1831, 104.6482, 104.1831, 104…
## $ `5285` <dbl> 66.5464, 65.8949, 65.8949, 65.8018, 65.1503, 64.5918, 63.6611, …
## $ `5292` <dbl> 97.8379, 98.6206, 101.3600, 100.5773, 100.5773, 97.0552, 98.620…
## $ `5306` <dbl> 122.7392, 121.3230, 120.3789, 120.3789, 119.9068, 119.4347, 116…
## $ `5388` <dbl> 126.6146, 123.8217, 121.4942, 121.4942, 118.2357, 116.8392, 116…
## $ `5434` <dbl> 167.7327, 167.2719, 167.2719, 168.1935, 167.2719, 168.1935, 167…
## $ `5469` <dbl> 55.0949, 55.0949, 55.4927, 54.9954, 54.6971, 54.2993, 53.7026, …
## $ `5471` <dbl> 53.3743, 53.6582, 52.2387, 51.8602, 51.2924, 51.4816, 51.6709, …
## $ `5484` <dbl> 23.75, 23.95, 23.55, 23.70, 23.70, 23.55, 24.50, 25.15, 24.50, …
## $ `5515` <dbl> 18.0077, 18.0579, 17.7569, 17.9576, 17.9576, 17.7068, 17.3556, …
## $ `5519` <dbl> 26.3226, 26.1483, 26.0612, 26.1919, 26.7149, 26.1919, 25.7561, …
## $ `5521` <dbl> 15.30, 14.90, 14.25, 14.50, 14.50, 14.15, 13.85, 13.75, 13.80, …
## $ `5522` <dbl> 52.7779, 52.7779, 52.6853, 52.9631, 53.1483, 52.7779, 52.9631, …
## $ `5525` <dbl> 22.8489, 22.9323, 22.8489, 22.7238, 23.3909, 23.2241, 22.8072, …
## $ `5531` <dbl> 10.65, 10.45, 10.45, 10.55, 10.75, 10.65, 10.30, 10.70, 10.60, …
## $ `5533` <dbl> 21.9780, 21.9780, 21.6640, 22.9648, 22.6059, 21.2155, 20.9464, …
## $ `5534` <dbl> 69.9121, 69.4668, 69.4668, 70.3574, 70.0012, 69.4668, 69.0215, …
## $ `5607` <dbl> 50.5954, 50.3337, 50.5081, 50.8571, 50.4209, 49.3741, 48.4145, …
## $ `5608` <dbl> 20.75, 20.95, 21.55, 21.70, 21.30, 20.30, 19.80, 19.90, 20.00, …
## $ `5706` <dbl> 59.6998, 59.4578, 58.8931, 59.6998, 60.1839, 59.3771, 58.7317, …
## $ `5876` <dbl> 43.0045, 42.4508, 42.6354, 42.7738, 42.7277, 42.6354, 41.4818, …
## $ `5880` <dbl> 23.8486, 23.4482, 23.5817, 23.5817, 23.5817, 23.4482, 23.3147, …
## $ `6005` <dbl> 14.3805, 14.1599, 14.2040, 14.2482, 14.3805, 14.2482, 14.2040, …
## $ `6024` <dbl> 44.9953, 44.2923, 44.5559, 44.5559, 44.4681, 44.6438, 44.1165, …
## $ `6108` <dbl> 21.4572, 20.9094, 20.7267, 20.4528, 20.2702, 19.8593, 19.7680, …
## $ `6112` <dbl> 67.2065, 66.2559, 64.3547, 66.4460, 68.9176, 66.0658, 63.7844, …
## $ `6115` <dbl> 41.2627, 41.2627, 41.2627, 41.3073, 41.3073, 41.3966, 41.5304, …
## $ `6116` <dbl> 11.80, 11.50, 11.45, 11.85, 12.30, 11.95, 11.75, 11.65, 11.55, …
## $ `6117` <dbl> 75.4432, 77.9841, 77.2023, 75.9319, 74.0751, 77.0068, 75.7364, …
## $ `6120` <dbl> 13.1197, 13.4624, 13.8540, 13.8540, 13.8540, 14.4904, 15.9101, …
## $ `6128` <dbl> 30.3731, 30.1546, 30.3294, 30.1546, 30.3731, 29.9361, 29.6739, …
## $ `6133` <dbl> 15.4361, 15.1412, 15.2395, 15.2395, 15.0429, 14.8462, 14.6987, …
## $ `6136` <dbl> 20.2429, 19.9712, 19.5183, 19.2466, 19.2013, 19.2013, 19.2013, …
## $ `6139` <dbl> 150.2363, 150.2363, 147.9391, 150.6958, 152.9930, 154.3713, 145…
## $ `6141` <dbl> 16.35, 16.40, 16.45, 17.05, 17.15, 17.15, 17.15, 17.10, 17.20, …
## $ `6142` <dbl> 10.30, 10.20, 10.10, 10.05, 10.05, 10.05, 10.05, 10.00, 10.05, …
## $ `6152` <dbl> 11.05, 10.95, 11.15, 11.20, 11.10, 10.75, 10.90, 10.85, 10.85, …
## $ `6153` <dbl> 21.6850, 21.5860, 21.1404, 21.1899, 21.0909, 20.8929, 20.6453, …
## $ `6155` <dbl> 24.4268, 24.4268, 24.2410, 24.3803, 24.4268, 24.3339, 23.9160, …
## $ `6164` <dbl> 14.3234, 14.5810, 14.9416, 14.1173, 14.2718, 14.4264, 15.4569, …
## $ `6165` <dbl> 36.1183, 36.0205, 35.6289, 35.2374, 35.9715, 35.8247, 35.7268, …
## $ `6166` <dbl> 59.9172, 59.3336, 58.8473, 58.5555, 58.9445, 58.3609, 64.1970, …
## $ `6168` <dbl> 25.4091, 25.0182, 24.6273, 25.0671, 25.2625, 24.9205, 24.9693, …
## $ `6176` <dbl> 122.9281, 123.3703, 123.3703, 122.9281, 122.9281, 118.5063, 121…
## $ `6177` <dbl> 27.8256, 27.7063, 27.9846, 28.0641, 28.2231, 28.1833, 27.5871, …
## $ `6183` <dbl> 62.4566, 62.4566, 62.5500, 63.1102, 62.5500, 62.1766, 62.3633, …
## $ `6184` <dbl> 45.8233, 45.9123, 45.8233, 45.8233, 46.0012, 45.8233, 45.5563, …
## $ `6189` <dbl> 44.2543, 44.0254, 43.7965, 44.2543, 43.7965, 43.7202, 43.9491, …
## $ `6191` <dbl> 59.7041, 59.6126, 59.6126, 59.0631, 58.6969, 57.8727, 57.5980, …
## $ `6192` <dbl> 80.0105, 79.3798, 79.7402, 79.2897, 79.2897, 79.2897, 78.7491, …
## $ `6196` <dbl> 131.2229, 128.8879, 127.9540, 130.2889, 131.6898, 132.6238, 133…
## $ `6197` <dbl> 77.9472, 77.0126, 75.9845, 75.3303, 75.7976, 74.9564, 74.6760, …
## $ `6201` <dbl> 48.7715, 47.6270, 47.5390, 47.5390, 48.0672, 48.4193, 48.7715, …
## $ `6202` <dbl> 65.3939, 65.1957, 64.6012, 64.3040, 63.7095, 62.0251, 61.9260, …
## $ `6205` <dbl> 67.5252, 68.1872, 68.1872, 69.1330, 68.8493, 68.7547, 68.9438, …
## $ `6206` <dbl> 66.1501, 65.6027, 64.7815, 64.4165, 64.5078, 62.9567, 62.5917, …
## $ `6209` <dbl> 26.8416, 26.4982, 26.3509, 26.4000, 26.1056, 25.8112, 25.5167, …
## $ `6213` <dbl> 81.7894, 82.3695, 82.7562, 84.1097, 84.2064, 83.8197, 81.7894, …
## $ `6214` <dbl> 107.4866, 104.2848, 103.3701, 106.1144, 105.6570, 105.1996, 105…
## $ `6215` <dbl> 25.2868, 25.1415, 24.5602, 24.4633, 24.5117, 24.6086, 24.7055, …
## $ `6216` <dbl> 27.2760, 27.1873, 27.2317, 27.1430, 26.8769, 26.4777, 26.5220, …
## $ `6224` <dbl> 53.6866, 53.9652, 53.4079, 53.0364, 53.0364, 52.1076, 51.6432, …
## $ `6225` <dbl> 12.10, 12.75, 12.65, 12.30, 12.60, 11.95, 11.80, 12.95, 12.60, …
## $ `6226` <dbl> 10.25, 10.30, 10.55, 10.35, 10.45, 10.60, 10.60, 11.60, 11.00, …
## $ `6230` <dbl> 146.6012, 140.1408, 136.6621, 139.6438, 134.6743, 131.1956, 130…
## $ `6235` <dbl> 107.4840, 110.3250, 109.3780, 107.4840, 106.5371, 103.6961, 101…
## $ `6239` <dbl> 124.0762, 123.1672, 122.7127, 120.8947, 118.6223, 118.1678, 119…
## $ `6243` <dbl> 71.1355, 69.5274, 68.2977, 70.3788, 69.5274, 68.0139, 69.9058, …
## $ `6257` <dbl> 59.2878, 59.6549, 59.6549, 59.5631, 58.6454, 59.1043, 59.2878, …
## $ `6269` <dbl> 83.6677, 83.2882, 82.2447, 81.9602, 82.6242, 82.9088, 82.6242, …
## $ `6271` <dbl> 148.3423, 149.2994, 146.4282, 145.4712, 142.1215, 141.6430, 139…
## $ `6277` <dbl> 73.4666, 73.3748, 73.4666, 73.6503, 73.6503, 73.5585, 73.4666, …
## $ `6278` <dbl> 87.8282, 87.4619, 86.7292, 85.9050, 86.0882, 85.5387, 84.9892, …
## $ `6281` <dbl> 76.5990, 76.5088, 76.6892, 76.5990, 76.6892, 76.5990, 76.8696, …
## $ `6282` <dbl> 39.5588, 38.8325, 38.4936, 38.3967, 38.6388, 37.6704, 37.5252, …
## $ `6283` <dbl> 28.15, 28.05, 27.95, 28.40, 28.30, 27.85, 27.20, 27.30, 27.00, …
## $ `6285` <dbl> 145.3580, 143.0507, 140.7435, 140.7435, 139.8206, 139.3591, 137…
## $ `6405` <dbl> 23.9135, 23.4174, 23.6654, 23.5662, 23.2685, 23.4174, 23.5662, …
## $ `6409` <dbl> 1622.687, 1565.916, 1528.069, 1528.069, 1542.262, 1518.608, 153…
## $ `6412` <dbl> 135.3201, 136.2344, 140.3489, 135.3201, 133.9486, 136.6916, 143…
## $ `6414` <dbl> 244.9543, 243.5678, 241.7191, 248.6518, 248.6518, 245.4165, 243…
## $ `6416` <dbl> 96.5119, 97.4581, 102.6622, 105.5008, 108.8125, 107.8663, 105.9…
## $ `6426` <dbl> 72.1098, 71.1247, 69.9426, 70.9277, 71.7158, 69.2530, 68.3664, …
## $ `6438` <dbl> 101.0675, 100.1229, 98.2338, 98.7061, 97.2892, 96.8170, 96.3447…
## $ `6442` <dbl> 67.1454, 67.5286, 65.3255, 65.7087, 66.2834, 64.3677, 63.4501, …
## $ `6443` <dbl> 28.9672, 28.4262, 28.4754, 28.5246, 28.9672, 28.2295, 28.0820, …
## $ `6446` <dbl> 314.2606, 307.0672, 306.6177, 313.8110, 305.7185, 299.4243, 294…
## $ `6449` <dbl> 66.3224, 66.5129, 66.4176, 66.3224, 65.5600, 64.2260, 64.0354, …
## $ `6464` <dbl> 78.2454, 78.1544, 78.2454, 78.2454, 78.1544, 78.2454, 78.3364, …
## $ `6472` <dbl> 522.4584, 513.5895, 509.5582, 536.1649, 535.3586, 531.3273, 515…
## $ `6477` <dbl> 37.4304, 37.1879, 37.0910, 37.0910, 36.9940, 36.2182, 35.8789, …
## $ `6491` <dbl> 378.4240, 365.6362, 368.4780, 371.7933, 376.0559, 371.3197, 368…
## $ `6504` <dbl> 75.7098, 75.8062, 76.8671, 75.4204, 76.5778, 75.0346, 74.7453, …
## $ `6505` <dbl> 76.7298, 75.5917, 75.5917, 75.4968, 75.8762, 75.2123, 75.0226, …
## $ `6515` <dbl> 796.2239, 775.8576, 761.3103, 765.1896, 766.1594, 739.0044, 772…
## $ `6526` <dbl> 536.7540, 528.0184, 531.9009, 528.0184, 524.1359, 523.1653, 525…
## $ `6531` <dbl> 440.9215, 452.9161, 448.1183, 477.8649, 464.9107, 465.3905, 469…
## $ `6533` <dbl> 470.8421, 457.4884, 450.0696, 465.8962, 465.8962, 472.3258, 472…
## $ `6552` <dbl> 36.3129, 35.5728, 35.4248, 35.5235, 35.6222, 35.4742, 35.4248, …
## $ `6558` <dbl> 26.9193, 26.6213, 26.5220, 26.8697, 26.8200, 26.2737, 25.2307, …
## $ `6579` <dbl> 140.7606, 136.8017, 137.6815, 143.8398, 145.1594, 142.9600, 145…
## $ `6581` <dbl> 81.5553, 82.1896, 81.3741, 80.8304, 81.6459, 81.6459, 81.6459, …
## $ `6582` <dbl> 53.7463, 53.6492, 54.1343, 53.6492, 53.6492, 53.4552, 53.4552, …
## $ `6585` <dbl> 122.7752, 121.4009, 120.9428, 120.4846, 123.6915, 123.2333, 122…
## $ `6589` <dbl> 102.5, 101.0, 99.7, 101.0, 99.6, 98.1, 97.5, 97.8, 96.4, 98.0, …
## $ `6592` <dbl> 108.2729, 106.9991, 106.9991, 106.9991, 106.9991, 106.1499, 104…
## $ `6605` <dbl> 139.7882, 137.0018, 136.5373, 136.0729, 134.6797, 134.6797, 134…
## $ `6606` <dbl> 20.6012, 20.4730, 20.5157, 20.4730, 20.4302, 20.4302, 20.2593, …
## $ `6625` <dbl> 89.1415, 94.0484, 95.6840, 95.2751, 100.5909, 93.6395, 92.0039,…
## $ `6655` <dbl> 103.4661, 103.4661, 104.7926, 103.4661, 102.5818, 103.4661, 102…
## $ `6657` <dbl> 61.1251, 60.7295, 60.4328, 60.5317, 61.7186, 60.6306, 60.4328, …
## $ `6658` <dbl> 40.8984, 40.2837, 40.2837, 40.0473, 43.7825, 41.9385, 41.5130, …
## $ `6668` <dbl> 52.20, 52.70, 50.60, 50.20, 49.20, 48.25, 46.45, 49.95, 48.40, …
## $ `6669` <dbl> 1681.633, 1619.527, 1590.863, 1633.860, 1614.750, 1638.637, 169…
## $ `6670` <dbl> 186.5822, 190.6189, 191.5159, 188.8248, 189.2733, 191.9644, 190…
## $ `6674` <dbl> 27.85, 27.10, 27.10, 27.15, 27.05, 26.95, 27.15, 27.10, 27.15, …
## $ `6689` <dbl> 128.7537, 123.9673, 120.1382, 119.6596, 119.6596, 115.8305, 116…
## $ `6691` <dbl> 212.3014, 210.6191, 214.3201, 211.9650, 211.2921, 213.6472, 223…
## $ `6695` <dbl> 78.2, 75.9, 77.8, 81.3, 79.5, 76.9, 84.5, 85.8, 83.4, 91.7, 89.…
## $ `6698` <dbl> 30.50, 30.15, 29.90, 30.15, 30.05, 29.75, 30.15, 31.50, 34.65, …
## $ `6706` <dbl> 65.1200, 64.2333, 63.8393, 64.2333, 68.7651, 66.4992, 66.8933, …
## $ `6715` <dbl> 152.0420, 152.5084, 148.3109, 146.9117, 141.3151, 147.8445, 147…
## $ `6719` <dbl> 304.3891, 301.4339, 291.0905, 288.6279, 288.1353, 285.6726, 295…
## $ `6742` <dbl> 61.7435, 60.6739, 58.6320, 58.7293, 58.6320, 57.2707, 57.1735, …
## $ `6743` <dbl> 49.3031, 50.5310, 51.1921, 51.1921, 49.6809, 47.9808, 48.3586, …
## $ `6753` <dbl> 80.4549, 79.5183, 78.8626, 81.4851, 80.5485, 81.6725, 81.2042, …
## $ `6754` <dbl> 51.9603, 51.9603, 51.4283, 52.8470, 53.5563, 52.9356, 51.3396, …
## $ `6756` <dbl> 277.2331, 265.0950, 257.3267, 261.2108, 252.9570, 253.9280, 255…
## $ `6757` <dbl> 31.6080, 31.4683, 31.1890, 31.1890, 30.9097, 30.2580, 29.6063, …
## $ `6770` <dbl> 28.80, 28.10, 28.25, 30.85, 29.90, 29.45, 29.05, 28.90, 28.95, …
## $ `6776` <dbl> 50.4504, 50.8945, 50.7169, 51.6939, 51.6939, 51.0722, 51.3386, …
## $ `6782` <dbl> 212.1097, 208.2619, 215.9575, 231.3487, 229.4248, 227.9818, 221…
## $ `6789` <dbl> 267.6806, 263.7442, 267.1886, 272.6012, 268.6648, 264.2362, 259…
## $ `6790` <dbl> 38.1264, 38.7945, 38.0373, 38.6609, 38.5718, 37.9037, 37.7701, …
## $ `6792` <dbl> 80.0135, 80.0135, 79.7398, 80.4697, 76.5465, 76.7290, 78.9187, …
## $ `6794` <dbl> 82.8, 84.0, 84.8, 84.9, 85.2, 84.5, 85.0, 84.8, 84.0, 84.9, 86.…
## $ `6796` <dbl> 96.2493, 93.5880, 91.8138, 94.0315, 94.0315, 92.2574, 92.2574, …
## $ `6799` <dbl> 181.1846, 178.3238, 172.1253, 171.1717, 169.7413, 167.3573, 172…
## $ `6805` <dbl> 372.3434, 380.7162, 385.6414, 414.6999, 406.3271, 430.4605, 464…
## $ `6806` <dbl> 97.2679, 97.2679, 93.6317, 94.0863, 94.5408, 92.7227, 93.6317, …
## $ `6830` <dbl> 136.2369, 134.3248, 131.9347, 128.5886, 130.5007, 129.5446, 127…
## $ `6834` <dbl> 24.2186, 23.9725, 23.8248, 23.8248, 23.9233, 23.8248, 23.7264, …
## $ `6835` <dbl> 42.2149, 43.4158, 42.1687, 41.1988, 42.5844, 42.7691, 42.5844, …
## $ `6838` <dbl> 50.10, 50.10, 50.10, 49.85, 49.65, 49.45, 49.40, 49.45, 49.25, …
## $ `6861` <dbl> 80.5020, 80.5971, 80.3117, 79.4553, 79.6456, 77.0764, 76.2200, …
## $ `6869` <dbl> 90.5316, 90.0581, 91.2892, 93.7513, 95.6453, 92.6149, 93.2778, …
## $ `6873` <dbl> 107.0383, 105.8219, 105.4165, 105.4165, 105.0110, 104.6056, 105…
## $ `6885` <dbl> 29.20, 28.80, 28.75, 28.95, 28.60, 27.60, 27.30, 28.00, 28.20, …
## $ `6901` <dbl> 48.30, 47.20, 46.55, 46.40, 46.00, 44.80, 45.20, 44.95, 44.70, …
## $ `6902` <dbl> 170.0, 170.0, 170.0, 170.0, 171.5, 172.0, 172.0, 185.0, 184.5, …
## $ `6906` <dbl> 179.4691, 182.3330, 180.9011, 179.4691, 181.3784, 178.0371, 174…
## $ `6909` <dbl> 34.6969, 34.2176, 33.7863, 33.9301, 33.8821, 33.7863, 33.4988, …
## $ `6914` <dbl> 157.5853, 157.1205, 158.0502, 160.8393, 167.8121, 165.9527, 164…
## $ `6916` <dbl> 27.6527, 27.4168, 27.3696, 27.3224, 27.1809, 26.9921, 26.6146, …
## $ `6918` <dbl> 42.6552, 42.0004, 42.0472, 42.0939, 42.1407, 42.2343, 42.3746, …
## $ `6919` <dbl> 19.050, 18.875, 19.050, 19.125, 19.175, 19.050, 19.025, 19.000,…
## $ `6923` <dbl> 101.3483, 100.4185, 100.8834, 102.2781, 100.4185, 101.3483, 101…
## $ `6928` <dbl> 77.4935, 76.3208, 77.5912, 77.2003, 77.4935, 77.4935, 76.2231, …
## $ `6931` <dbl> 83.2129, 85.1185, 81.2165, 81.5795, 81.7610, 82.1240, 82.3055, …
## $ `6936` <dbl> 36.3232, 36.0910, 35.9981, 35.9516, 35.8123, 36.1374, 36.3232, …
## $ `6937` <dbl> 223.7670, 211.4721, 204.0952, 201.6362, 197.2100, 192.7839, 202…
## $ `6944` <dbl> 146.8101, 147.6737, 146.8101, 148.1055, 148.1055, 148.1055, 148…
## $ `6952` <dbl> 66.0514, 67.7450, 66.3337, 66.3337, 66.8041, 66.4278, 66.1455, …
## $ `6958` <dbl> 47.5621, 46.6647, 47.2929, 46.7544, 46.1263, 45.7673, 45.5878, …
## $ `6994` <dbl> 66.6278, 68.1063, 69.8804, 68.9933, 69.1904, 68.5991, 68.9933, …
## $ `7705` <dbl> 82.2242, 81.7759, 81.3276, 81.9552, 81.8656, 81.5069, 81.5966, …
## $ `7721` <dbl> 58.3115, 53.7231, 52.5760, 66.3413, 59.6498, 58.1204, 58.4071, …
## $ `8011` <dbl> 22.7536, 22.4727, 22.3791, 23.0814, 21.1618, 20.2255, 20.3659, …
## $ `8016` <dbl> 249.1228, 250.9280, 255.4411, 252.7332, 249.1228, 250.4767, 253…
## $ `8021` <dbl> 26.3319, 26.4743, 26.3794, 26.2370, 26.0473, 25.7151, 25.5254, …
## $ `8028` <dbl> 49.4078, 48.9290, 48.6418, 48.6418, 48.6418, 48.3545, 47.9715, …
## $ `8033` <dbl> 55.0680, 54.5764, 54.4780, 56.3464, 55.1664, 54.2814, 56.0514, …
## $ `8039` <dbl> 43.3198, 42.7838, 41.3547, 41.3994, 41.1314, 41.9800, 41.1314, …
## $ `8045` <dbl> 93.7403, 94.4924, 94.0223, 93.3642, 94.0223, 96.3729, 97.3131, …
## $ `8046` <dbl> 240.5381, 233.8030, 222.2572, 218.4086, 216.0032, 217.4464, 216…
## $ `8070` <dbl> 31.3084, 30.8136, 30.8136, 30.9036, 30.7236, 30.8136, 30.4987, …
## $ `8072` <dbl> 25.9251, 25.9251, 25.8296, 25.7818, 25.8773, 25.6863, 25.6863, …
## $ `8081` <dbl> 237.8196, 238.2641, 238.2641, 237.3751, 236.4860, 236.0415, 237…
## $ `8101` <dbl> 20.00, 20.00, 20.00, 20.00, 20.05, 20.75, 20.00, 19.85, 19.40, …
## $ `8103` <dbl> 42.1979, 42.1521, 41.6939, 41.8771, 40.8692, 40.0903, 39.8612, …
## $ `8104` <dbl> 33.0554, 32.8678, 32.6803, 32.6803, 32.4927, 32.7271, 32.2583, …
## $ `8105` <dbl> 13.3742, 13.1753, 13.1753, 13.5234, 13.4239, 13.1256, 12.9268, …
## $ `8110` <dbl> 14.6225, 14.2326, 13.9401, 13.9889, 13.8914, 13.6477, 13.6477, …
## $ `8112` <dbl> 54.2672, 54.0008, 54.4449, 54.1784, 54.2672, 54.4449, 54.2672, …
## $ `8114` <dbl> 116.3567, 116.3567, 114.9320, 115.4069, 116.3567, 115.8818, 114…
## $ `8131` <dbl> 35.9771, 35.9771, 35.8845, 35.8845, 35.7456, 35.6530, 35.2362, …
## $ `8150` <dbl> 38.5425, 38.4048, 38.6342, 37.9918, 37.7624, 38.0377, 38.4048, …
## $ `8163` <dbl> 49.5741, 49.3066, 47.7017, 48.9499, 46.8992, 46.4534, 46.2751, …
## $ `8201` <dbl> 18.10, 17.80, 17.40, 17.65, 17.60, 16.85, 16.55, 18.20, 19.95, …
## $ `8210` <dbl> 250.7845, 257.0783, 248.8480, 238.1969, 234.8079, 258.0466, 263…
## $ `8213` <dbl> 40.5224, 40.2887, 40.0550, 39.9615, 39.9148, 39.3539, 39.0268, …
## $ `8215` <dbl> 32.4621, 32.0393, 31.9453, 32.1802, 32.1802, 31.8983, 31.6635, …
## $ `8222` <dbl> 46.3832, 45.1111, 45.0622, 47.1661, 45.9918, 45.3068, 45.5025, …
## $ `8249` <dbl> 29.7643, 29.5625, 29.7139, 29.7139, 29.5625, 29.4112, 29.3103, …
## $ `8261` <dbl> 89.9557, 87.9049, 85.8541, 86.6930, 86.2269, 85.4812, 85.0151, …
## $ `8271` <dbl> 55.7442, 54.5581, 53.4633, 52.8247, 51.6386, 51.2737, 51.0912, …
## $ `8341` <dbl> 104.1688, 102.7982, 103.7120, 103.2551, 103.2551, 102.7982, 100…
## $ `8367` <dbl> 41.1439, 40.9650, 40.9203, 40.2942, 40.9650, 40.2047, 39.5339, …
## $ `8374` <dbl> 28.3354, 28.3354, 27.9384, 27.9880, 28.0376, 27.9384, 27.7895, …
## $ `8422` <dbl> 161.6899, 160.7917, 165.2830, 163.9356, 162.1391, 161.6899, 160…
## $ `8438` <dbl> 24.9502, 24.6688, 24.5281, 24.5281, 24.5281, 24.3874, 24.3874, …
## $ `8443` <dbl> 11.9483, 11.8992, 11.9483, 11.9975, 11.9483, 11.8500, 11.7025, …
## $ `8454` <dbl> 425.7374, 420.7090, 418.1948, 418.6138, 415.6806, 416.9377, 404…
## $ `8462` <dbl> 119.2386, 118.2884, 117.8134, 117.8134, 117.8134, 119.2386, 117…
## $ `8463` <dbl> 23.5384, 23.4448, 23.2108, 23.3044, 23.3512, 23.2108, 23.1173, …
## $ `8464` <dbl> 326.1958, 320.5878, 321.9898, 317.3165, 321.0552, 325.2611, 328…
## $ `8473` <dbl> 28.6315, 28.5842, 28.6789, 28.7262, 28.4422, 28.1583, 27.7797, …
## $ `8476` <dbl> 25.5225, 25.0708, 24.9352, 24.7997, 25.2514, 24.9804, 24.9804, …
## $ `8478` <dbl> 354.8098, 351.5245, 350.1165, 351.5245, 351.5245, 352.9325, 352…
## $ `8481` <dbl> 46.5490, 46.4583, 46.3676, 46.5490, 46.2768, 46.4583, 46.2768, …
## $ `8926` <dbl> 36.7658, 36.5828, 36.4914, 36.4914, 36.4914, 36.2627, 35.9426, …
## $ `8940` <dbl> 30.20, 29.65, 29.50, 30.05, 31.40, 30.50, 29.25, 29.40, 29.65, …
## $ `8996` <dbl> 213.6183, 215.0781, 210.2121, 210.6987, 210.2121, 206.8059, 204…
## $ `9902` <dbl> 12.5497, 12.4532, 12.3084, 12.2118, 12.4049, 12.2118, 12.2601, …
## $ `9904` <dbl> 28.7059, 28.6597, 28.6136, 28.5212, 28.7982, 28.7982, 28.5674, …
## $ `9905` <dbl> 21.8743, 21.8290, 21.8743, 21.8290, 21.8743, 21.8743, 21.6931, …
## $ `9906` <dbl> 47.3542, 47.1811, 47.0079, 48.4796, 52.0291, 51.0768, 51.1633, …
## $ `9907` <dbl> 15.0298, 14.9368, 14.8902, 14.8902, 14.8437, 14.7506, 14.6110, …
## $ `9908` <dbl> 30.2441, 30.1515, 30.1051, 30.1515, 30.1051, 30.1515, 30.1051, …
## $ `9910` <dbl> 162.8186, 160.9525, 160.0194, 160.0194, 161.8855, 161.8855, 158…
## $ `9911` <dbl> 62.9510, 62.5892, 62.4988, 62.8606, 63.1319, 63.0414, 63.4937, …
## $ `9912` <dbl> 10.80, 10.95, 12.00, 12.15, 12.05, 11.65, 11.20, 10.90, 10.85, …
## $ `9914` <dbl> 172.3975, 170.9844, 168.6292, 168.6292, 170.0423, 170.0423, 170…
## $ `9917` <dbl> 107.1131, 106.1937, 106.1937, 105.7340, 106.6534, 106.1937, 107…
## $ `9918` <dbl> 37.8123, 37.5343, 37.5343, 37.4416, 37.3953, 37.3953, 37.4879, …
## $ `9919` <dbl> 25.6943, 28.2296, 28.8634, 27.4007, 26.8157, 27.2057, 27.6933, …
## $ `9921` <dbl> 177.8319, 173.9972, 172.0799, 172.5592, 173.5179, 174.4765, 172…
## $ `9924` <dbl> 50.8852, 50.5672, 50.4082, 50.3552, 50.9382, 50.9912, 51.0443, …
## $ `9925` <dbl> 36.5682, 36.5682, 36.5682, 36.5682, 36.6136, 36.5228, 36.5228, …
## $ `9926` <dbl> 50.9728, 50.6021, 50.6021, 50.5094, 50.5094, 50.6021, 50.6948, …
## $ `9927` <dbl> 59.5963, 59.2572, 58.8334, 59.3420, 59.8506, 59.3420, 57.3074, …
## $ `9928` <dbl> 22.4873, 22.0539, 21.4761, 22.2947, 22.7281, 22.0058, 21.3798, …
## $ `9929` <dbl> 17.15, 17.00, 17.30, 17.25, 17.20, 17.40, 17.55, 17.25, 16.85, …
## $ `9930` <dbl> 51.8083, 51.7179, 51.6275, 51.6275, 51.6275, 51.7179, 51.9892, …
## $ `9931` <dbl> 36.1424, 36.0500, 36.0038, 36.0038, 35.9575, 35.9575, 35.9575, …
## $ `9933` <dbl> 35.9309, 35.6770, 35.6347, 35.7616, 35.7616, 35.6347, 35.6770, …
## $ `9934` <dbl> 14.9298, 14.9750, 14.5678, 14.6131, 14.5226, 14.4774, 14.4321, …
## $ `9935` <dbl> 20.9016, 21.3530, 21.4433, 21.1273, 21.3982, 20.9467, 20.3147, …
## $ `9937` <dbl> 65.4578, 65.0827, 65.0827, 65.6454, 65.6454, 64.8951, 64.7076, …
## $ `9938` <dbl> 53.7108, 53.6178, 53.3391, 53.6178, 54.3612, 53.7108, 53.2461, …
## $ `9939` <dbl> 113.4348, 113.8978, 114.3608, 113.8978, 114.8238, 118.0648, 116…
## $ `9940` <dbl> 26.6436, 26.4654, 26.4654, 26.5099, 26.5990, 26.5099, 26.5990, …
## $ `9941` <dbl> 164.9824, 163.6695, 162.7943, 163.2319, 164.1072, 161.9191, 157…
## $ `9942` <dbl> 119.4278, 118.0959, 117.6519, 117.6519, 116.3200, 116.3200, 114…
## $ `9943` <dbl> 79.8300, 79.8300, 80.0070, 80.0070, 80.4496, 80.0070, 78.5910, …
## $ `9944` <dbl> 19.3626, 19.3148, 19.3148, 19.3148, 19.3148, 19.3148, 19.2192, …
## $ `9945` <dbl> 36.6484, 36.1349, 35.9948, 35.5280, 35.1545, 34.7343, 34.5009, …
## $ `9946` <dbl> 19.4864, 19.3937, 19.8112, 19.8112, 19.8576, 19.2081, 19.0689, …
## $ `9955` <dbl> 24.30, 24.30, 24.00, 24.35, 24.10, 23.70, 23.40, 23.55, 23.60, …
## $ `9958` <dbl> 167.3796, 171.2385, 173.6503, 177.0269, 177.0269, 179.9210, 182…
## $ `7722` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ `7732` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ `7736` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ `7750` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ `7765` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ `3716` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ `4585` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ `7780` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ `7788` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ `7799` <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
head(df_wide, 8)
## # A tibble: 8 × 947
## date `1101` `1102` `1103` `1104` `1108` `1109` `1110` `1201` `1203`
## <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 2024-01-02 32.4 37.0 17.6 26.1 14.1 16.2 18.3 18.2 55.3
## 2 2024-01-03 31.9 36.6 17.5 25.9 14.0 16.1 18.2 18.2 54.7
## 3 2024-01-04 31.9 37.0 17.5 25.5 14.1 16.1 18.4 18.1 54.1
## 4 2024-01-05 32.1 37.0 17.5 25.8 14.1 16.1 18.3 18.1 54.9
## 5 2024-01-08 32.0 37.2 17.6 25.7 14.2 16.1 18.3 18.1 54.6
## 6 2024-01-09 31.8 36.9 17.5 25.4 13.8 16.0 18.4 18.1 54.6
## 7 2024-01-10 31.5 36.6 17.4 25.4 13.7 16.0 18.5 18.0 53.4
## 8 2024-01-11 31.5 36.7 17.5 25.6 13.8 16.1 18.5 18.0 55.1
## # ℹ 937 more variables: `1210` <dbl>, `1213` <dbl>, `1215` <dbl>, `1216` <dbl>,
## # `1217` <dbl>, `1218` <dbl>, `1219` <dbl>, `1220` <dbl>, `1225` <dbl>,
## # `1227` <dbl>, `1229` <dbl>, `1231` <dbl>, `1232` <dbl>, `1233` <dbl>,
## # `1234` <dbl>, `1235` <dbl>, `1236` <dbl>, `1301` <dbl>, `1303` <dbl>,
## # `1304` <dbl>, `1305` <dbl>, `1307` <dbl>, `1308` <dbl>, `1309` <dbl>,
## # `1310` <dbl>, `1312` <dbl>, `1313` <dbl>, `1314` <dbl>, `1315` <dbl>,
## # `1316` <dbl>, `1319` <dbl>, `1321` <dbl>, `1323` <dbl>, `1324` <dbl>, …
na_counts <- colSums(is.na(df_wide %>% select(-date)))
na_tbl <- tibble(id = names(na_counts), na_count = as.integer(na_counts)) %>%
filter(na_count > 0) %>%
arrange(desc(na_count))
na_tbl
## # A tibble: 10 × 2
## id na_count
## <chr> <int>
## 1 7799 217
## 2 7788 198
## 3 7780 196
## 4 4585 177
## 5 3716 160
## 6 7765 151
## 7 7750 108
## 8 7736 53
## 9 7732 43
## 10 7722 18
ids_with_na <- na_tbl$id
df_filled <- df_wide
df_filled[ , -1] <- lapply(df_filled[ , -1], function(col) {
col2 <- na.locf(col, na.rm = FALSE, fromLast = TRUE)
col3 <- na.locf(col2, na.rm = FALSE)
return(col3)
})
head(df_filled, 8)
## # A tibble: 8 × 947
## date `1101` `1102` `1103` `1104` `1108` `1109` `1110` `1201` `1203`
## <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 2024-01-02 32.4 37.0 17.6 26.1 14.1 16.2 18.3 18.2 55.3
## 2 2024-01-03 31.9 36.6 17.5 25.9 14.0 16.1 18.2 18.2 54.7
## 3 2024-01-04 31.9 37.0 17.5 25.5 14.1 16.1 18.4 18.1 54.1
## 4 2024-01-05 32.1 37.0 17.5 25.8 14.1 16.1 18.3 18.1 54.9
## 5 2024-01-08 32.0 37.2 17.6 25.7 14.2 16.1 18.3 18.1 54.6
## 6 2024-01-09 31.8 36.9 17.5 25.4 13.8 16.0 18.4 18.1 54.6
## 7 2024-01-10 31.5 36.6 17.4 25.4 13.7 16.0 18.5 18.0 53.4
## 8 2024-01-11 31.5 36.7 17.5 25.6 13.8 16.1 18.5 18.0 55.1
## # ℹ 937 more variables: `1210` <dbl>, `1213` <dbl>, `1215` <dbl>, `1216` <dbl>,
## # `1217` <dbl>, `1218` <dbl>, `1219` <dbl>, `1220` <dbl>, `1225` <dbl>,
## # `1227` <dbl>, `1229` <dbl>, `1231` <dbl>, `1232` <dbl>, `1233` <dbl>,
## # `1234` <dbl>, `1235` <dbl>, `1236` <dbl>, `1301` <dbl>, `1303` <dbl>,
## # `1304` <dbl>, `1305` <dbl>, `1307` <dbl>, `1308` <dbl>, `1309` <dbl>,
## # `1310` <dbl>, `1312` <dbl>, `1313` <dbl>, `1314` <dbl>, `1315` <dbl>,
## # `1316` <dbl>, `1319` <dbl>, `1321` <dbl>, `1323` <dbl>, `1324` <dbl>, …
sum(is.na(df_filled))
## [1] 0
df_clean <- df_filled %>% select(-all_of(ids_with_na))
dim(df_clean)
## [1] 358 937
names(df_clean)[1:12]
## [1] "date" "1101" "1102" "1103" "1104" "1108" "1109" "1110" "1201" "1203"
## [11] "1210" "1213"
prices_xts <- df_clean %>% tk_xts(select = -date, date_var = date)
returns_daily <- Return.calculate(prices_xts, method = "discrete")
returns_daily <- returns_daily[-1, ]
returns_daily[1:5, 1:5]
## 1101 1102 1103 1104 1108
## 2024-01-03 -0.014408653 -0.012149290 -0.007958236 -0.006733735 -0.003160781
## 2024-01-04 0.000000000 0.012298711 0.000000000 -0.013558772 0.003170803
## 2024-01-05 0.004384536 -0.001214929 0.002674026 0.010306896 0.000000000
## 2024-01-08 -0.002909225 0.004865628 0.002666895 -0.003399291 0.006328664
## 2024-01-09 -0.005841680 -0.007263102 -0.002659801 -0.013655209 -0.025155457
monthly_prices <- apply.monthly(prices_xts, FUN = function(x) { last(x) })
returns_monthly <- Return.calculate(monthly_prices, method = "discrete")
returns_monthly <- returns_monthly[-1, ]
returns_monthly[1:5, 1:5]
## 1101 1102 1103 1104 1108
## 2024-02-29 0.006272034 0.01760804 -0.008404066 0.01887014 0.036185231
## 2024-03-29 0.001554899 0.02101398 -0.016950585 0.06397241 0.003170803
## 2024-04-30 -0.003108301 0.05811288 0.057470064 0.11234002 0.072790295
## 2024-05-31 0.029639309 -0.04920108 0.032611536 -0.03271487 0.000000000
## 2024-06-28 0.036364817 0.05535680 -0.036845213 0.04852830 -0.011805133
df_caps <- df %>% mutate(date = as.Date(date))
df_caps <- df_caps %>%
mutate(year = format(date, "%Y"))
year_end_dates <- df_caps %>%
group_by(year) %>%
summarize(year_end = max(date, na.rm = TRUE)) %>%
ungroup()
year_end_dates
## # A tibble: 2 × 2
## year year_end
## <chr> <date>
## 1 2024 2024-12-31
## 2 2025 2025-06-30
top_caps_per_year <- df_caps %>%
inner_join(year_end_dates, by = "year") %>%
filter(date == year_end) %>%
select(date, year, id, name, cap) %>%
group_by(year) %>%
arrange(desc(cap)) %>%
slice_head(n = 20) %>%
ungroup()
top_caps_per_year
## # A tibble: 40 × 5
## date year id name cap
## <date> <chr> <chr> <chr> <dbl>
## 1 2024-12-31 2024 2330 TSMC 27877688
## 2 2024-12-31 2024 2317 Hon Hai 2556073
## 3 2024-12-31 2024 2454 MediaTek 2266389
## 4 2024-12-31 2024 2881 Fubon Financial 1234015
## 5 2024-12-31 2024 2308 DELTA 1118242
## 6 2024-12-31 2024 2382 QCI 1108574
## 7 2024-12-31 2024 2882 CATHAY FHC 1001907
## 8 2024-12-31 2024 2412 CHT 958045
## 9 2024-12-31 2024 2891 CTBC Holding 767154
## 10 2024-12-31 2024 3711 ASEH 715219
## # ℹ 30 more rows
top_caps_per_year %>% filter(year == 2024)
## # A tibble: 20 × 5
## date year id name cap
## <date> <chr> <chr> <chr> <dbl>
## 1 2024-12-31 2024 2330 TSMC 27877688
## 2 2024-12-31 2024 2317 Hon Hai 2556073
## 3 2024-12-31 2024 2454 MediaTek 2266389
## 4 2024-12-31 2024 2881 Fubon Financial 1234015
## 5 2024-12-31 2024 2308 DELTA 1118242
## 6 2024-12-31 2024 2382 QCI 1108574
## 7 2024-12-31 2024 2882 CATHAY FHC 1001907
## 8 2024-12-31 2024 2412 CHT 958045
## 9 2024-12-31 2024 2891 CTBC Holding 767154
## 10 2024-12-31 2024 3711 ASEH 715219
## 11 2024-12-31 2024 2886 Mega FHC 574052
## 12 2024-12-31 2024 2303 UMC 540739
## 13 2024-12-31 2024 2603 EMC 487135
## 14 2024-12-31 2024 6669 Wiwynn 486903
## 15 2024-12-31 2024 1216 Uni-President 459675
## 16 2024-12-31 2024 2357 Asustek 457540
## 17 2024-12-31 2024 2885 Yuanta Group 440057
## 18 2024-12-31 2024 2345 Accton 433744
## 19 2024-12-31 2024 2884 E.S.F.H 431087
## 20 2024-12-31 2024 3045 TWM 422590
top_caps_per_year %>% filter(year == 2025)
## # A tibble: 20 × 5
## date year id name cap
## <date> <chr> <chr> <chr> <dbl>
## 1 2025-06-30 2025 2330 TSMC 27488572
## 2 2025-06-30 2025 2317 Hon Hai 2236570
## 3 2025-06-30 2025 2454 MediaTek 2002073
## 4 2025-06-30 2025 2881 Fubon Financial 1193018
## 5 2025-06-30 2025 2308 DELTA 1072785
## 6 2025-06-30 2025 2382 QCI 1060291
## 7 2025-06-30 2025 2412 CHT 1047255
## 8 2025-06-30 2025 2882 CATHAY FHC 921226
## 9 2025-06-30 2025 2891 CTBC Holding 858722
## 10 2025-06-30 2025 3711 ASEH 652308
## 11 2025-06-30 2025 2886 Mega FHC 608910
## 12 2025-06-30 2025 2303 UMC 554998
## 13 2025-06-30 2025 2884 E.S.F.H 525462
## 14 2025-06-30 2025 2357 Asustek 478338
## 15 2025-06-30 2025 6669 Wiwynn 470177
## 16 2025-06-30 2025 1216 Uni-President 460243
## 17 2025-06-30 2025 2885 Yuanta Group 441999
## 18 2025-06-30 2025 2603 EMC 430844
## 19 2025-06-30 2025 3045 TWM 428175
## 20 2025-06-30 2025 2345 Accton 409616