Apply 9: Cluster Model for S&P500
Paige Biester
2024-04-11
Set up
library(tidyverse)
library(tidyquant) # for financial analysis
library(broom) # for tidy model results
library(umap) # for dimension reduction
library(plotly) # for interactive visualizationData
# Get info on companies listed in S&P500
sp500_index_tbl <- tq_index("SP500")
# Get individual stocks from S&P500
sp500_symbols <- sp500_index_tbl %>% distinct(symbol) %>% pull()
# Get stock prices of the companies
sp500_prices_tbl <- tq_get(sp500_symbols, from = "2020-04-01")
write.csv(sp500_index_tbl, "../00_data/sp500_index_tbl.csv")
write.csv(sp500_prices_tbl, "../00_data/sp500_prices_tbl.csv")Import data
sp500_index_tbl <- read_csv("../00_data/sp500_index_tbl.csv")
sp500_prices_tbl <- read_csv("../00_data/sp500_prices_tbl.csv")
sp500_index_tbl %>% glimpse()## Rows: 504
## Columns: 9
## $ ...1 <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, …
## $ symbol <chr> "AAPL", "MSFT", "NVDA", "AMZN", "META", "BRK-B", "GOOGL…
## $ company <chr> "APPLE INC", "MICROSOFT CORP", "NVIDIA CORP", "AMAZON.C…
## $ identifier <chr> "037833100", "594918104", "67066G104", "023135106", "30…
## $ sedol <chr> "2046251", "2588173", "2379504", "2000019", "B7TL820", …
## $ weight <dbl> 0.063852496, 0.063282113, 0.058805166, 0.038154398, 0.0…
## $ sector <chr> "-", "-", "-", "-", "-", "-", "-", "-", "-", "-", "-", …
## $ shares_held <dbl> 185532921, 91814848, 302468387, 116491471, 27046746, 22…
## $ local_currency <chr> "USD", "USD", "USD", "USD", "USD", "USD", "USD", "USD",…sp500_prices_tbl %>% glimpse()## Rows: 629,218
## Columns: 9
## $ ...1 <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18…
## $ symbol <chr> "AAPL", "AAPL", "AAPL", "AAPL", "AAPL", "AAPL", "AAPL", "AAPL…
## $ date <date> 2020-04-01, 2020-04-02, 2020-04-03, 2020-04-06, 2020-04-07, …
## $ open <dbl> 61.6250, 60.0850, 60.7000, 62.7250, 67.7000, 65.6850, 67.1750…
## $ high <dbl> 62.1800, 61.2875, 61.4250, 65.7775, 67.9250, 66.8425, 67.5175…
## $ low <dbl> 59.7825, 59.2250, 59.7425, 62.3450, 64.7500, 65.3075, 66.1750…
## $ close <dbl> 60.2275, 61.2325, 60.3525, 65.6175, 64.8575, 66.5175, 66.9975…
## $ volume <dbl> 176218400, 165934000, 129880000, 201820400, 202887200, 168895…
## $ adjusted <dbl> 58.46381, 59.43937, 58.58514, 63.69596, 62.95821, 64.56961, 6…Question
Which stock prices behave similarly?
Our main objective is to identify stocks that exhibit similar price behaviors over time. By doing so, we aim to gain insights into the relationships between different companies, uncovering potential competitors and sector affiliations.
Why It Matters Understanding which companies are related is crucial for various reasons:
- Identifying Relationships: Clustering similar stocks reveals underlying connections and dependencies in the market.
- Competitor Analysis: Discovering competitors and sector affiliations aids in strategic planning and market positioning.
- Market Dynamics: Analyzing stock price similarities provides valuable insights into market dynamics, benefiting diverse fields such as finance, sales, and marketing.
Assignment Details Your task is to analyze the historical price data of various stocks and determine which stocks behave similarly. We will employ clustering techniques to accomplish this task effectively.
1 Convert data to standardized form
To compare data effectively, it must be standardized or normalized. Why? Because comparing values (like stock prices) of vastly different magnitudes is impractical. So, we’ll standardize by converting from adjusted stock price (in dollars) to daily returns (as percent change from the previous day). Here’s the formula:
\[ return_{daily} = \frac{price_{i}-price_{i-1}}{price_{i-1}} \]
sp500_prices_tbl %>% glimpse()## Rows: 629,218
## Columns: 9
## $ ...1 <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18…
## $ symbol <chr> "AAPL", "AAPL", "AAPL", "AAPL", "AAPL", "AAPL", "AAPL", "AAPL…
## $ date <date> 2020-04-01, 2020-04-02, 2020-04-03, 2020-04-06, 2020-04-07, …
## $ open <dbl> 61.6250, 60.0850, 60.7000, 62.7250, 67.7000, 65.6850, 67.1750…
## $ high <dbl> 62.1800, 61.2875, 61.4250, 65.7775, 67.9250, 66.8425, 67.5175…
## $ low <dbl> 59.7825, 59.2250, 59.7425, 62.3450, 64.7500, 65.3075, 66.1750…
## $ close <dbl> 60.2275, 61.2325, 60.3525, 65.6175, 64.8575, 66.5175, 66.9975…
## $ volume <dbl> 176218400, 165934000, 129880000, 201820400, 202887200, 168895…
## $ adjusted <dbl> 58.46381, 59.43937, 58.58514, 63.69596, 62.95821, 64.56961, 6…# Apply your data transformation skills!
sp_500_daily_returns_tbl <- sp500_prices_tbl %>%
select(symbol, date, adjusted) %>%
filter(date >= ymd("2018-01-01")) %>%
group_by(symbol) %>%
mutate(lag_1 = lag(adjusted)) %>%
ungroup() %>%
filter(!is.na(lag_1)) %>%
mutate(diff = adjusted - lag_1) %>%
mutate(pct_return = diff / lag_1) %>%
select(symbol, date, pct_return)
sp_500_daily_returns_tbl## # A tibble: 628,715 × 3
## symbol date pct_return
## <chr> <date> <dbl>
## 1 AAPL 2020-04-02 0.0167
## 2 AAPL 2020-04-03 -0.0144
## 3 AAPL 2020-04-06 0.0872
## 4 AAPL 2020-04-07 -0.0116
## 5 AAPL 2020-04-08 0.0256
## 6 AAPL 2020-04-09 0.00722
## 7 AAPL 2020-04-13 0.0196
## 8 AAPL 2020-04-14 0.0505
## 9 AAPL 2020-04-15 -0.00913
## 10 AAPL 2020-04-16 0.00795
## # ℹ 628,705 more rows2 Spread to object-characteristics format
We’ll convert the daily returns (percentage change from one day to the next) to object-characteristics format, also known as the user-item format. Users are identified by the symbol (company), and items are represented by the pct_return at each date.
stock_date_matrix_tbl <- sp_500_daily_returns_tbl %>%
spread(key = date, value = pct_return, fill = 0)
stock_date_matrix_tbl## # A tibble: 503 × 1,264
## symbol `2020-04-02` `2020-04-03` `2020-04-06` `2020-04-07` `2020-04-08`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 A 0.0489 -0.0259 0.0560 -0.00444 0.0359
## 2 AAPL 0.0167 -0.0144 0.0872 -0.0116 0.0256
## 3 ABBV 0.0233 -0.0234 0.0322 -0.00449 0.0420
## 4 ABNB 0 0 0 0 0
## 5 ABT 0.0375 0.000126 0.0413 -0.00967 0.0369
## 6 ACGL 0.0115 -0.0650 0.0983 0.0314 0.0291
## 7 ACN 0.0103 -0.0264 0.0914 -0.0116 0.0464
## 8 ADBE 0.00913 -0.0341 0.0869 -0.0320 0.0267
## 9 ADI 0.0429 -0.0130 0.107 0.00470 0.0535
## 10 ADM 0.0136 0.00932 0.0326 0.00559 0.0139
## # ℹ 493 more rows
## # ℹ 1,258 more variables: `2020-04-09` <dbl>, `2020-04-13` <dbl>,
## # `2020-04-14` <dbl>, `2020-04-15` <dbl>, `2020-04-16` <dbl>,
## # `2020-04-17` <dbl>, `2020-04-20` <dbl>, `2020-04-21` <dbl>,
## # `2020-04-22` <dbl>, `2020-04-23` <dbl>, `2020-04-24` <dbl>,
## # `2020-04-27` <dbl>, `2020-04-28` <dbl>, `2020-04-29` <dbl>,
## # `2020-04-30` <dbl>, `2020-05-01` <dbl>, `2020-05-04` <dbl>, …3 Perform k-means cluster
stock_cluster <- kmeans(stock_date_matrix_tbl %>%
select(-symbol), centers = 5, nstart = 20)summary(stock_cluster)## Length Class Mode
## cluster 503 -none- numeric
## centers 6315 -none- numeric
## totss 1 -none- numeric
## withinss 5 -none- numeric
## tot.withinss 1 -none- numeric
## betweenss 1 -none- numeric
## size 5 -none- numeric
## iter 1 -none- numeric
## ifault 1 -none- numerictidy(stock_cluster)## # A tibble: 5 × 1,266
## `2020-04-02` `2020-04-03` `2020-04-06` `2020-04-07` `2020-04-08` `2020-04-09`
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 -0.0104 -0.0245 0.110 0.0345 0.0612 0.0454
## 2 0.0120 -0.0178 0.0904 -0.00539 0.0358 0.00550
## 3 0.0867 0.0170 0.0691 0.0345 0.0674 0.0143
## 4 0.0206 -0.0123 0.0582 -0.00366 0.0363 0.0236
## 5 0.00889 -0.0185 0.0822 0.0101 0.0427 0.0229
## # ℹ 1,260 more variables: `2020-04-13` <dbl>, `2020-04-14` <dbl>,
## # `2020-04-15` <dbl>, `2020-04-16` <dbl>, `2020-04-17` <dbl>,
## # `2020-04-20` <dbl>, `2020-04-21` <dbl>, `2020-04-22` <dbl>,
## # `2020-04-23` <dbl>, `2020-04-24` <dbl>, `2020-04-27` <dbl>,
## # `2020-04-28` <dbl>, `2020-04-29` <dbl>, `2020-04-30` <dbl>,
## # `2020-05-01` <dbl>, `2020-05-04` <dbl>, `2020-05-05` <dbl>,
## # `2020-05-06` <dbl>, `2020-05-07` <dbl>, `2020-05-08` <dbl>, …augment(stock_cluster, stock_date_matrix_tbl) %>%
ggplot(aes(symbol, `2020-04-02`, color = .cluster)) +
geom_point()
4 Select Optimal Number of Clusters
kclusts <- tibble(k = 1:9) %>%
mutate(kclust = map(.x = k, .f = ~ kmeans(stock_date_matrix_tbl %>%
select(-symbol), centers = .x, nstart = 20)),
glanced = map(.x = kclust, .f = glance))
kclusts %>%
unnest(glanced) %>%
ggplot(aes(k, tot.withinss)) +
geom_point() +
geom_line()
final_cluster <- kmeans(stock_date_matrix_tbl %>% select(-symbol), centers = 5, nstart = 20)
final_cluster## K-means clustering with 5 clusters of sizes 172, 160, 70, 24, 77
##
## Cluster means:
## 2020-04-02 2020-04-03 2020-04-06 2020-04-07 2020-04-08 2020-04-09
## 1 0.02255904 -0.01125710 0.05771957 -0.004701135 0.03504464 0.021585155
## 2 0.00619747 -0.01960583 0.08565249 0.012871989 0.04659630 0.027317150
## 3 -0.01674037 -0.02620509 0.11358893 0.039581417 0.06273702 0.048090703
## 4 0.08669856 0.01699821 0.06912854 0.034513267 0.06738587 0.014261913
## 5 0.01216629 -0.01850532 0.09128511 -0.004472777 0.03581694 0.006457552
## 2020-04-13 2020-04-14 2020-04-15 2020-04-16 2020-04-17 2020-04-20
## 1 -0.016961064 0.031465385 -0.01900645 0.011333263 0.02213607 -0.017220358
## 2 -0.031191791 0.021393510 -0.04151954 -0.002555214 0.04709018 -0.027025195
## 3 -0.040686703 0.011899297 -0.05430306 -0.039661928 0.07002970 -0.027680921
## 4 -0.002447366 -0.002047413 -0.05269528 -0.045866141 0.09791874 -0.011396164
## 5 0.001236147 0.038871876 -0.01485994 0.010328785 0.02384040 -0.009046091
## 2020-04-21 2020-04-22 2020-04-23 2020-04-24 2020-04-27 2020-04-28
## 1 -0.02458041 0.017192405 -0.006627595 0.01097902 0.01468897 -0.003375941
## 2 -0.02702556 0.016792512 0.005132317 0.01805410 0.03349759 0.017838176
## 3 -0.03378531 0.007505078 0.014517158 0.01207729 0.05412828 0.037344822
## 4 -0.01947846 0.038182141 0.035705807 0.00684604 0.02218332 0.026901700
## 5 -0.04610595 0.039941489 -0.002387626 0.01574895 0.01752681 -0.007557223
## 2020-04-29 2020-04-30 2020-05-01 2020-05-04 2020-05-05 2020-05-06
## 1 5.846253e-06 -0.01168382 -0.01719008 0.003327686 0.0139387193 -0.014498317
## 2 3.333583e-02 -0.03012272 -0.03222391 -0.002960671 0.0057782941 -0.009773077
## 3 6.616703e-02 -0.03944672 -0.05303334 -0.010516283 -0.0163194460 -0.026432085
## 4 9.128002e-02 -0.01479032 -0.06681839 0.035442054 -0.0001975662 -0.036267530
## 5 4.907709e-02 -0.01652234 -0.03714435 0.011944675 0.0180884238 0.012667923
## 2020-05-07 2020-05-08 2020-05-11 2020-05-12 2020-05-13 2020-05-14
## 1 0.008132634 0.01393075 0.004595092 -0.01423615 -0.01190793 0.005672176
## 2 0.014878511 0.02755245 -0.014253581 -0.03126332 -0.02971944 0.015436628
## 3 0.032817093 0.04531631 -0.035647396 -0.03766938 -0.05048526 0.033945775
## 4 0.037503868 0.05081860 -0.022387904 -0.01417762 -0.04866039 0.008567344
## 5 0.026875572 0.02453552 0.006982291 -0.02441551 -0.02283435 0.014355322
## 2020-05-15 2020-05-18 2020-05-19 2020-05-20 2020-05-21 2020-05-22
## 1 0.003510121 0.02279414 -0.0114462477 0.006009729 -0.006737489 0.0050654961
## 2 0.004049112 0.06141144 -0.0109935770 0.019459100 -0.001020413 0.0012728753
## 3 -0.003000564 0.09988508 -0.0211878149 0.031216677 0.002034685 -0.0078968149
## 4 0.006201431 0.08921917 -0.0237103893 0.042682051 -0.012924290 0.0001711187
## 5 0.001911908 0.03572353 -0.0002005528 0.023695852 -0.013881738 0.0056725128
## 2020-05-26 2020-05-27 2020-05-28 2020-05-29 2020-06-01 2020-06-02
## 1 0.004334061 0.015699655 0.013554464 0.009825141 0.0009594512 0.004688298
## 2 0.038879951 0.025065786 -0.009410872 -0.001330424 0.0064588704 0.014723726
## 3 0.081805729 0.046052249 -0.035197063 -0.017270514 0.0300644423 0.014772561
## 4 0.033535371 0.013676212 -0.029465741 -0.013535787 0.0209527563 0.035241540
## 5 0.002707971 0.007058725 -0.004407209 0.020451240 0.0118319454 0.008804959
## 2020-06-03 2020-06-04 2020-06-05 2020-06-08 2020-06-09 2020-06-10
## 1 0.00580645 -0.0075134245 0.01364148 0.013201327 -0.012287306 -0.005564596
## 2 0.02980360 0.0002435243 0.03562463 0.011465798 -0.023354783 -0.019806094
## 3 0.06155668 0.0381306649 0.05142463 0.045908203 -0.041527445 -0.052109769
## 4 0.02952538 0.0065604149 0.08491035 0.068643808 -0.046464115 -0.054298947
## 5 0.01172424 -0.0104370841 0.02536676 0.005452248 -0.005101405 0.006626913
## 2020-06-11 2020-06-12 2020-06-15 2020-06-16 2020-06-17 2020-06-18
## 1 -0.04529274 0.006049789 0.008176174 0.01365783 -0.0004602128 -0.001096849
## 2 -0.06654851 0.018325745 0.013237059 0.02076337 -0.0087096852 -0.002783830
## 3 -0.09704407 0.051228600 0.009463546 0.02205338 -0.0239976594 -0.002250846
## 4 -0.10262278 0.032704782 0.013694575 0.02928460 -0.0360968524 0.011604423
## 5 -0.05650477 0.013272813 0.020334457 0.01527873 0.0010626908 0.005697308
## 2020-06-19 2020-06-22 2020-06-23 2020-06-24 2020-06-25 2020-06-26
## 1 -0.0059257461 0.0020829253 -0.003614652 -0.01830835 0.007624345 -0.01356943
## 2 -0.0098242066 0.0011827604 0.002040735 -0.03341924 0.008169008 -0.01731732
## 3 -0.0200433077 -0.0048066734 0.011290507 -0.05341553 0.016642865 -0.04258051
## 4 -0.0158760871 0.0002932404 -0.004283540 -0.06426534 0.017316414 -0.03788585
## 5 0.0005204856 0.0095794417 0.002731667 -0.02394632 0.010425845 -0.02031534
## 2020-06-29 2020-06-30 2020-07-01 2020-07-02 2020-07-06 2020-07-07
## 1 0.012728778 0.011074784 0.007907126 0.003896929 0.003277315 -0.005273778
## 2 0.022936933 0.013377027 -0.002376109 0.006692486 0.012255487 -0.016116356
## 3 0.037062506 0.009432391 -0.014162781 0.003458990 0.020088638 -0.035459531
## 4 0.018008272 0.030289705 -0.027526542 0.018834195 0.005407519 -0.032095694
## 5 0.008727463 0.023396259 0.002922487 0.004157074 0.018760013 -0.009954032
## 2020-07-08 2020-07-09 2020-07-10 2020-07-13 2020-07-14 2020-07-15
## 1 0.0010465298 -0.007741393 0.009747588 -0.004015654 0.0163840545 0.006046058
## 2 0.0005809985 -0.014687273 0.014010078 -0.001315893 0.0210357572 0.026250731
## 3 0.0091901230 -0.037311283 0.039714896 0.004878976 0.0005881446 0.054891263
## 4 -0.0071750008 -0.050207795 0.032659549 -0.009770959 0.0375414863 0.028769591
## 5 0.0193708552 0.009314893 -0.001354433 -0.027389838 0.0154862721 0.008523229
## 2020-07-16 2020-07-17 2020-07-20 2020-07-21 2020-07-22
## 1 0.001552851 0.010952478 -0.003757567 0.003244392 0.0087690537
## 2 0.001550404 0.004804587 -0.008325107 0.009330085 0.0135996136
## 3 -0.012785175 -0.014787518 -0.019015674 0.020844493 -0.0001566507
## 4 -0.005732225 -0.011503920 -0.014159205 0.063278310 -0.0119368898
## 5 -0.006353937 0.011918693 0.023158257 -0.007993221 0.0035319623
## 2020-07-23 2020-07-24 2020-07-27 2020-07-28 2020-07-29
## 1 -1.388974e-03 -0.004570039 0.002298978 0.0010003790 0.009552169
## 2 -9.041977e-04 -0.006611992 0.006984773 -0.0118671738 0.018270362
## 3 6.856556e-05 -0.010324587 -0.009231711 0.0007773539 0.019245412
## 4 2.073484e-03 -0.005842018 -0.009288115 -0.0157185472 0.033510113
## 5 -1.553291e-02 -0.013612765 0.022179468 -0.0146153542 0.021267251
## 2020-07-30 2020-07-31 2020-08-03 2020-08-04 2020-08-05 2020-08-06
## 1 -0.002765874 0.001003184 0.000189042 0.002920814 -0.002767113 -0.0013162597
## 2 -0.008945459 -0.001611377 0.004365096 0.002546479 0.010938992 0.0025286763
## 3 -0.019134463 -0.011162178 0.001705150 0.006828512 0.020039760 0.0046910898
## 4 -0.026737302 -0.002580773 0.009532524 0.032728113 0.020355027 -0.0141955592
## 5 0.004542289 0.005710024 0.013805704 0.006848205 0.008428395 -0.0005016537
## 2020-08-07 2020-08-10 2020-08-11 2020-08-12 2020-08-13 2020-08-14
## 1 0.009114546 -0.000990871 -0.008631905 0.011121756 -0.001522803 -0.000992721
## 2 0.012241842 0.013814558 0.002420798 0.006558858 -0.004546349 0.001308706
## 3 0.017520656 0.033394564 0.017321628 -0.008872622 -0.010700653 0.008962189
## 4 0.012081389 0.034737752 -0.015339827 0.009291913 -0.019311829 0.017936655
## 5 -0.010504149 -0.008586425 -0.014576895 0.018675167 0.006210316 -0.003423942
## 2020-08-17 2020-08-18 2020-08-19 2020-08-20 2020-08-21
## 1 0.002942796 -0.0002570416 -0.0056250980 -0.003297712 -0.0009832721
## 2 0.001958173 -0.0040939647 -0.0033207013 -0.006081141 0.0017366816
## 3 -0.013711818 -0.0120673354 -0.0001082033 -0.009207685 -0.0028137590
## 4 -0.008822813 -0.0158171472 -0.0104382341 -0.024878655 -0.0113674089
## 5 0.010254999 0.0025448223 -0.0030804667 0.005455597 -0.0010866238
## 2020-08-24 2020-08-25 2020-08-26 2020-08-27 2020-08-28 2020-08-31
## 1 0.004202217 0.0002446068 -0.001083721 0.003582165 0.0008106091 0.002021679
## 2 0.014546801 -0.0015403553 0.001142558 0.004737302 0.0099422892 -0.010711123
## 3 0.040887118 -0.0020271201 -0.010852503 0.023231140 0.0159965020 -0.024456189
## 4 0.024129637 -0.0064302110 -0.025514110 0.007063312 0.0171610820 -0.023415554
## 5 0.004052601 0.0092801778 0.017799116 -0.007923482 0.0117058285 0.003283297
## 2020-09-01 2020-09-02 2020-09-03 2020-09-04 2020-09-08 2020-09-09
## 1 -0.005649771 0.019837077 -0.020704459 -0.005761409 -0.01585197 0.015124361
## 2 0.009428670 0.017972996 -0.025194267 -0.003121740 -0.01766843 0.016415765
## 3 0.003886001 0.020143010 -0.008677114 0.016811887 -0.01963925 -0.001922548
## 4 -0.003438576 -0.005400714 -0.007074096 -0.004209804 -0.04835084 0.010068486
## 5 0.017048913 0.015445355 -0.052465178 -0.018324375 -0.03383215 0.024265162
## 2020-09-10 2020-09-11 2020-09-14 2020-09-15 2020-09-16 2020-09-17
## 1 -0.01384316 0.003406621 0.01143625 0.001185562 0.0005357904 -0.005465257
## 2 -0.01186281 0.007376194 0.01646066 0.002303688 0.0063875263 -0.001679840
## 3 -0.01073353 0.005101322 0.02954706 -0.008123258 0.0182845455 -0.007475026
## 4 -0.04380914 0.007097549 0.01595974 -0.006431152 0.0417334405 0.006469447
## 5 -0.01338450 -0.004333366 0.01997433 0.016344168 -0.0093100313 -0.012700125
## 2020-09-18 2020-09-21 2020-09-22 2020-09-23 2020-09-24 2020-09-25
## 1 -0.007579840 -0.011239514 0.004339861 -0.01715237 2.840893e-03 0.013409250
## 2 -0.011885474 -0.030198851 0.008063197 -0.02015622 1.786296e-03 0.011943023
## 3 -0.016164147 -0.049808830 -0.002780930 -0.02631262 1.125233e-03 0.019702517
## 4 -0.009341999 -0.038281097 -0.006303623 -0.04556220 4.557211e-03 -0.009983921
## 5 -0.007283981 0.000923122 0.013685999 -0.02193663 -1.133805e-05 0.022221740
## 2020-09-28 2020-09-29 2020-09-30 2020-10-01 2020-10-02 2020-10-05
## 1 0.009695888 -0.003123276 0.008103727 0.002354472 0.001326396 0.01190554
## 2 0.020034426 -0.006394014 0.005609706 0.002376462 0.008028345 0.01757177
## 3 0.029213328 -0.017401148 0.009308698 0.006833951 0.017702658 0.01923449
## 4 0.025586934 -0.027930961 -0.004713368 -0.032886311 0.018140838 0.04015500
## 5 0.020486068 0.002959170 0.003017101 0.018480751 -0.020468024 0.02327272
## 2020-10-06 2020-10-07 2020-10-08 2020-10-09 2020-10-12 2020-10-13
## 1 -0.005755159 0.01019022 0.009342453 0.003727267 0.008071440 -0.003811683
## 2 -0.009792813 0.01684642 0.015410693 0.002332917 0.004825213 -0.009996536
## 3 -0.012030694 0.02690075 0.016463573 -0.005367281 0.005666521 -0.025100257
## 4 -0.020536923 0.01839583 0.040339425 -0.015829626 0.001496245 -0.015554499
## 5 -0.008705618 0.02219147 0.007114703 0.013358404 0.013233917 0.004436698
## 2020-10-14 2020-10-15 2020-10-16 2020-10-19 2020-10-20
## 1 -0.0041749288 -0.0009346252 2.478438e-03 -0.012581632 0.0009993209
## 2 0.0004446349 0.0050815500 -2.001021e-05 -0.015379757 0.0072795070
## 3 -0.0054891683 0.0079200742 -6.067766e-04 -0.010852500 0.0131449075
## 4 0.0044672402 0.0144606479 -3.215421e-02 -0.018215457 0.0183571736
## 5 -0.0049141609 0.0020374340 -1.427425e-03 -0.009297475 0.0014361649
## 2020-10-21 2020-10-22 2020-10-23 2020-10-26 2020-10-27 2020-10-28
## 1 6.299232e-05 0.004078501 0.003924736 -0.01156746 -0.0053315521 -0.02636248
## 2 -3.402567e-03 0.005681048 0.005987688 -0.02586093 -0.0155873032 -0.02927023
## 3 -5.984783e-03 0.036327263 0.006323073 -0.03421002 -0.0281763950 -0.03442211
## 4 -1.903754e-02 0.040862595 -0.001217092 -0.04109971 -0.0094237026 -0.04266518
## 5 -7.868537e-03 0.005807987 0.005346766 -0.01877205 -0.0001582805 -0.03030037
## 2020-10-29 2020-10-30 2020-11-02 2020-11-03 2020-11-04 2020-11-05
## 1 -0.001829061 -0.002738542 0.017217823 0.015627693 0.013834870 0.005655472
## 2 0.013690659 -0.002174181 0.027821341 0.024134105 -0.006630450 0.022719238
## 3 0.022211071 0.004927467 0.025081801 0.028667806 -0.025030491 0.039063788
## 4 0.029859597 0.008160377 0.034222447 -0.007448065 -0.004191143 0.009913493
## 5 0.016007291 -0.021574632 0.008406086 0.022539694 0.041501835 0.034290873
## 2020-11-06 2020-11-09 2020-11-10 2020-11-11 2020-11-12 2020-11-13
## 1 0.0008425647 0.002343576 0.011933469 0.006023414 -0.008694816 0.01340560
## 2 -0.0010636986 0.034840997 0.013559316 -0.005090349 -0.014957417 0.02175079
## 3 -0.0152693762 0.143150817 0.003050451 -0.021250911 -0.025655294 0.03909200
## 4 -0.0255968652 0.141941665 0.027889199 -0.005935178 -0.031569401 0.04413301
## 5 0.0105858703 -0.014401319 -0.023534386 0.027469424 -0.009502769 0.01053241
## 2020-11-16 2020-11-17 2020-11-18 2020-11-19 2020-11-20 2020-11-23
## 1 0.006300862 -0.008662511 -0.012595013 -0.0006146033 -0.003229534 0.0003788478
## 2 0.021126806 -0.004497920 -0.010052444 0.0038679105 -0.005948231 0.0114128870
## 3 0.037252347 0.002784136 -0.008402056 0.0059593287 -0.011807982 0.0306928739
## 4 0.055768902 0.016578512 -0.020722318 0.0205399876 -0.002804739 0.0757353499
## 5 0.009842869 0.003633649 -0.007426511 0.0159255967 -0.003753184 0.0116994984
## 2020-11-24 2020-11-25 2020-11-27 2020-11-30 2020-12-01 2020-12-02
## 1 0.006800513 -0.001172914 0.001965350 -0.002230403 0.0072934570 -0.002824268
## 2 0.018722486 -0.008490094 -0.001918369 -0.008434936 0.0076734781 -0.003221233
## 3 0.045603381 -0.011246042 -0.003925604 -0.025111395 0.0187821464 0.015880027
## 4 0.052320894 -0.018070037 -0.012983967 -0.046973111 0.0007653603 0.026142388
## 5 0.005075763 0.008491045 0.012678374 0.003319592 0.0091835578 -0.004190440
## 2020-12-03 2020-12-04 2020-12-07 2020-12-08 2020-12-09
## 1 -0.001318361 0.006084698 -0.002415719 0.0010524955 -0.0031651078
## 2 0.003188789 0.013352527 -0.004948863 0.0035907956 0.0003731577
## 3 0.015507432 0.017496467 -0.008332514 -0.0009144745 0.0005843085
## 4 0.012364993 0.066350588 -0.023678296 0.0102028192 0.0077851226
## 5 0.008154051 0.015921673 0.006999827 0.0086737286 -0.0250000409
## 2020-12-10 2020-12-11 2020-12-14 2020-12-15 2020-12-16 2020-12-17
## 1 -0.004584769 -0.0007140308 -0.002518169 0.011124916 -0.002301109 0.008133560
## 2 -0.005501281 -0.0016129510 -0.008670799 0.016756882 -0.001798452 0.009842004
## 3 0.002041956 -0.0143295205 -0.016266528 0.021240120 -0.002049112 0.002420824
## 4 0.036388057 -0.0128221745 -0.031980822 0.024702563 -0.009209445 -0.003474959
## 5 0.006207884 -0.0032885946 0.005807142 0.009966536 0.004788352 0.011147276
## 2020-12-18 2020-12-21 2020-12-22 2020-12-23 2020-12-24 2020-12-28
## 1 -0.001845586 -0.008935854 -0.002337970 0.000588233 0.004056886 0.002657213
## 2 -0.002669219 -0.004905295 -0.002177711 0.002031316 0.003773625 0.002187833
## 3 -0.010618000 -0.001186972 -0.009370179 0.023207257 -0.002593001 0.007355415
## 4 -0.014933430 -0.016688574 -0.020293228 0.027215637 -0.008240568 -0.013340607
## 5 0.007507796 -0.000132714 0.008468101 -0.004482074 0.002087302 -0.005924497
## 2020-12-29 2020-12-30 2020-12-31 2021-01-04 2021-01-05 2021-01-06
## 1 -0.001768487 0.0005589237 0.010860408 -0.013141978 0.001180217 0.013021365
## 2 -0.006227982 0.0070257665 0.007242136 -0.020196239 0.007792495 0.028711017
## 3 -0.006472115 0.0115122690 0.005657867 -0.021392158 0.016848725 0.045960392
## 4 -0.006175569 0.0244138355 -0.005817020 0.006742164 0.051808146 0.034731592
## 5 -0.007315322 0.0069040333 0.005016396 -0.015063735 0.012505255 -0.003481025
## 2021-01-07 2021-01-08 2021-01-11 2021-01-12 2021-01-13
## 1 0.001553804 0.0041535253 -4.424653e-03 -0.002808497 0.001783538
## 2 0.006835132 0.0009087474 2.172600e-04 0.007808576 -0.005582800
## 3 0.011737906 -0.0027839189 2.693249e-05 0.016253655 -0.003137506
## 4 0.017239339 -0.0102077546 1.828004e-02 0.051480352 -0.013294600
## 5 0.033554151 0.0074133810 -1.762415e-03 0.004410257 0.000638596
## 2021-01-14 2021-01-15 2021-01-19 2021-01-20 2021-01-21
## 1 -0.003981281 0.004004753 0.0009573515 0.006132352 -0.004247814
## 2 -0.001179192 -0.006153012 0.0007964464 0.010387019 -0.003972911
## 3 0.020103935 -0.020139497 0.0089152623 -0.000166134 -0.010091314
## 4 0.028436410 -0.030410484 0.0100021506 -0.005136964 -0.031677354
## 5 0.002467774 -0.009849119 0.0172612515 0.015340164 0.004066407
## 2021-01-22 2021-01-25 2021-01-26 2021-01-27 2021-01-28 2021-01-29
## 1 -0.0017995048 0.0071037509 0.0006551652 -0.01740470 0.003159954 -0.01123799
## 2 -0.0048066712 -0.0029664135 -0.0065881721 -0.02251304 0.012283458 -0.01873537
## 3 -0.0073763083 -0.0126084108 -0.0088831205 -0.02847982 0.024527337 -0.02930063
## 4 -0.0003436325 -0.0112318562 -0.0220261396 -0.01390534 0.015175144 -0.03070792
## 5 -0.0022477785 0.0006589587 -0.0091286060 -0.03559068 0.018571370 -0.01314697
## 2021-02-01 2021-02-02 2021-02-03 2021-02-04 2021-02-05 2021-02-08
## 1 0.007477689 0.007186591 -0.004993684 0.006080424 0.0019333355 0.00140436
## 2 0.014966517 0.013508468 0.002427608 0.011036632 0.0086436556 0.01093640
## 3 0.013199764 0.022754991 0.014148270 0.024541597 0.0111483358 0.01675420
## 4 0.014365838 0.011717398 0.045681321 0.009542335 -0.0003699998 0.04502760
## 5 0.025985841 0.022055654 -0.006797692 0.019331414 0.0031804421 0.01544376
## 2021-02-09 2021-02-10 2021-02-11 2021-02-12 2021-02-16
## 1 0.0021611781 -0.0005831252 -0.0034822783 -0.0002960371 -0.006236630
## 2 -0.0008505698 0.0024186797 0.0025686109 0.0041226127 -0.005081643
## 3 -0.0022519462 0.0053800338 -0.0005185943 0.0110477158 0.018725353
## 4 -0.0152377344 0.0227248602 -0.0135110839 0.0233891031 0.025384295
## 5 0.0038455713 0.0034639001 0.0168157403 0.0071757261 -0.004180829
## 2021-02-17 2021-02-18 2021-02-19 2021-02-22 2021-02-23
## 1 0.0053833553 0.002207328 -0.008697152 -0.003766960 0.001997987
## 2 -0.0034654477 -0.004146671 0.009608781 0.001447115 0.002064408
## 3 0.0009882759 -0.009784101 0.028980884 0.022884485 0.008826318
## 4 0.0102577366 -0.034725286 0.022707958 0.025948982 0.012342058
## 5 -0.0103971177 -0.009492898 0.009559030 -0.035491035 -0.005693029
## 2021-02-24 2021-02-25 2021-02-26 2021-03-01 2021-03-02 2021-03-03
## 1 -0.0004289611 -0.01057692 -0.012326076 0.01428352 -1.578533e-03 -0.008733652
## 2 0.0147118971 -0.02202177 -0.005714504 0.02372870 -2.463189e-03 -0.004233332
## 3 0.0308991435 -0.03437685 -0.004670993 0.02428247 -5.129032e-05 0.010440411
## 4 0.0418303544 -0.02731028 -0.021290799 0.02706624 -7.026199e-03 0.016497078
## 5 0.0148261919 -0.04099722 0.014183280 0.02939555 -2.164931e-02 -0.035359673
## 2021-03-04 2021-03-05 2021-03-08 2021-03-09 2021-03-10 2021-03-11
## 1 -0.005323226 0.02145835 0.006614912 0.0036166679 0.00746521 0.0007822211
## 2 -0.017834000 0.02596122 0.012775728 0.0004800709 0.01360021 0.0036698548
## 3 -0.019420249 0.01518674 0.019825051 -0.0121798361 0.01856108 0.0084370463
## 4 0.017366650 0.03618598 0.002805635 -0.0229854663 0.03075775 0.0097875459
## 5 -0.033856454 0.01532410 -0.037982296 0.0476492485 -0.00577541 0.0375416273
## 2021-03-12 2021-03-15 2021-03-16 2021-03-17 2021-03-18
## 1 0.008128997 0.009614464 0.0001462537 -0.003001533 -0.002667858
## 2 0.005786519 0.008938941 -0.0090110754 0.004646514 -0.003254187
## 3 0.017112643 0.007590593 -0.0214120185 0.014911088 -0.007446451
## 4 -0.004406543 0.001234215 -0.0298493101 0.016090575 -0.050902404
## 5 -0.008304452 0.018676888 -0.0018290186 0.002154288 -0.036742757
## 2021-03-19 2021-03-22 2021-03-23 2021-03-24 2021-03-25
## 1 0.0002380176 0.0068456946 -0.0002654984 -0.000185165 0.006991290
## 2 -0.0040823936 0.0003619974 -0.0149326610 0.002384853 0.014824893
## 3 -0.0071918585 -0.0150183907 -0.0348644381 -0.006199353 0.026034942
## 4 0.0104612163 -0.0131036786 -0.0259551690 0.021186229 0.007955843
## 5 0.0120234420 0.0155107878 -0.0154194125 -0.019098316 0.001656193
## 2021-03-26 2021-03-29 2021-03-30 2021-03-31 2021-04-01 2021-04-05
## 1 0.014086787 0.006820652 -0.008333196 -0.002696385 0.004373871 0.009586548
## 2 0.020931827 -0.005713783 0.003858147 -0.005587512 0.009863491 0.011240670
## 3 0.006197583 -0.019089991 0.019860878 -0.007081854 0.013242750 0.011235717
## 4 0.027646627 -0.018935252 -0.005060129 -0.001993689 0.028120168 -0.028418633
## 5 0.030072919 -0.014029021 0.001669313 0.023911362 0.022606440 0.013871039
## 2021-04-06 2021-04-07 2021-04-08 2021-04-09 2021-04-12
## 1 0.0002866953 -0.002667422 -0.0003943929 0.003678471 0.003597628
## 2 0.0009619495 -0.005916678 0.0018135828 0.009743246 0.003500851
## 3 0.0045385038 -0.002127913 -0.0019744137 0.006020151 -0.001448136
## 4 0.0013522707 0.004750445 -0.0142326512 -0.007967818 -0.008180727
## 5 0.0010454334 -0.004373260 0.0159047821 0.006715833 -0.001813541
## 2021-04-13 2021-04-14 2021-04-15 2021-04-16 2021-04-19
## 1 0.003021520 -0.0001965623 0.012025784 0.0060980327 -0.001479275
## 2 -0.004208200 0.0009013576 0.008723017 0.0073965750 -0.003182896
## 3 -0.008814386 0.0079808715 -0.004794820 0.0030287177 -0.006131497
## 4 -0.002153464 0.0331464256 -0.008024425 -0.0082757053 -0.002512348
## 5 0.009398775 -0.0101526056 0.016727870 -0.0004547137 -0.015634252
## 2021-04-20 2021-04-21 2021-04-22 2021-04-23 2021-04-26 2021-04-27
## 1 0.005495654 0.004039625 -0.004737032 0.002115777 -0.0051314150 -0.002046603
## 2 -0.006799839 0.012941953 -0.003480827 0.011116989 0.0002127193 0.003294979
## 3 -0.028846901 0.025551343 -0.010904428 0.020819947 0.0099433341 0.009428224
## 4 -0.029763359 0.013592257 -0.007659875 0.012796764 0.0154864083 0.012139111
## 5 -0.010666500 0.015672963 -0.004721102 0.019003250 0.0113986901 -0.002142005
## 2021-04-28 2021-04-29 2021-04-30 2021-05-03 2021-05-04
## 1 -0.002282150 0.008400662 0.0004299652 0.008172753 -0.000179726
## 2 -0.003336842 0.008835094 -0.0093862103 0.007414468 0.003720938
## 3 0.005192561 0.007231818 -0.0067752516 0.004280262 -0.002873786
## 4 0.036285892 0.005248087 -0.0219152062 0.029950842 -0.003614107
## 5 -0.007489947 -0.003987208 -0.0191411769 -0.010472916 -0.021508496
## 2021-05-05 2021-05-06 2021-05-07 2021-05-10 2021-05-11
## 1 -0.003299046 0.0061114141 0.004981818 0.0049952427 -0.010806994
## 2 0.001650288 0.0082288176 0.010067721 -0.0005635361 -0.013262486
## 3 0.007543486 0.0008326279 0.017990646 -0.0069917622 -0.015100598
## 4 0.033760574 0.0002003213 0.032394626 -0.0020952043 -0.018293630
## 5 -0.002750915 -0.0061793443 0.011309158 -0.0324919689 0.004485158
## 2021-05-12 2021-05-13 2021-05-14 2021-05-17 2021-05-18 2021-05-19
## 1 -0.014129970 0.013015581 0.004576682 -0.003047307 -0.003876901 -0.004002864
## 2 -0.027437716 0.019849415 0.012028518 -0.001930472 -0.012459730 -0.006351062
## 3 -0.028225978 0.018933552 0.026575457 0.001012032 -0.008648791 -0.009688850
## 4 0.001563578 -0.015887194 0.037221576 0.024813048 -0.019922239 -0.023697054
## 5 -0.034969371 0.005237119 0.033330395 -0.008409193 -0.002223571 0.007971439
## 2021-05-20 2021-05-21 2021-05-24 2021-05-25 2021-05-26 2021-05-27
## 1 0.0089299788 0.001323768 0.001387649 -0.004461029 -0.001036692 -0.001400552
## 2 0.0052884839 0.001579312 0.006351536 -0.003166884 0.003055642 0.005801543
## 3 0.0003225674 0.006758312 0.009146989 -0.006226171 0.013124784 0.017190976
## 4 -0.0016922798 0.002879080 0.002552341 -0.022733140 0.012354914 0.006517735
## 5 0.0240708577 -0.003548769 0.017629372 0.001324297 0.007029619 0.003639359
## 2021-05-28 2021-06-01 2021-06-02 2021-06-03 2021-06-04
## 1 0.0027479325 -0.004090087 0.003995755 0.0026201988 0.0038075623
## 2 0.0008646047 0.004189784 -0.003851514 -0.0014014512 0.0042232185
## 3 -0.0029937715 0.012560344 -0.001286132 -0.0041166042 -0.0003451812
## 4 0.0002982183 0.044636210 0.016494592 0.0008892755 0.0090766098
## 5 0.0023777410 -0.003425737 0.000780598 -0.0140231851 0.0196375278
## 2021-06-07 2021-06-08 2021-06-09 2021-06-10 2021-06-11
## 1 0.0005428971 -0.0022008035 0.001662822 0.007456793 -0.0003452933
## 2 -0.0050994099 0.0049715555 -0.005543092 -0.002210697 0.0050431789
## 3 -0.0009817029 0.0039240226 -0.012586492 -0.011817777 0.0072516069
## 4 0.0009864707 0.0064754600 -0.010553238 -0.004061789 0.0027467930
## 5 0.0004819162 0.0006997434 -0.002371947 0.016005988 0.0075036429
## 2021-06-14 2021-06-15 2021-06-16 2021-06-17 2021-06-18
## 1 0.0001752691 -0.0005131365 -0.0088590053 0.0001681705 -0.015260099
## 2 -0.0065583662 0.0017147078 -0.0093580632 -0.0111233862 -0.015875193
## 3 -0.0140252107 0.0017397021 -0.0007071564 -0.0324218904 -0.022415480
## 4 -0.0110942791 0.0143283460 -0.0049890965 -0.0433536377 -0.027440554
## 5 0.0089275561 -0.0098025570 -0.0019254312 0.0139273482 -0.007661663
## 2021-06-21 2021-06-22 2021-06-23 2021-06-24 2021-06-25 2021-06-28
## 1 0.013390811 0.0001032791 -0.006160477 0.003145672 0.007597721 0.0003269861
## 2 0.021055023 0.0023600949 -0.002163863 0.006524845 0.006902884 -0.0024599934
## 3 0.027604758 -0.0027013195 0.005238409 0.008830997 0.009892232 -0.0195887024
## 4 0.049628482 0.0014520381 0.002980025 0.010506760 0.006957908 -0.0357656893
## 5 0.009615413 0.0086774102 0.003659226 0.010328228 0.003417711 0.0127149067
## 2021-06-29 2021-06-30 2021-07-01 2021-07-02 2021-07-06
## 1 -2.946559e-03 -3.919423e-05 0.006258282 0.003190930 -0.001082825
## 2 -8.022065e-05 1.401078e-03 0.007901025 0.003121687 -0.008303194
## 3 -3.902443e-03 8.441952e-03 0.009069267 -0.002923608 -0.022162054
## 4 -2.942107e-03 2.119677e-02 0.019154975 -0.005332537 -0.037425163
## 5 5.448011e-03 -6.424301e-03 -0.002264001 0.008326767 0.003888060
## 2021-07-07 2021-07-08 2021-07-09 2021-07-12 2021-07-13 2021-07-14
## 1 0.006462292 -0.005404217 0.006093886 -0.0004123265 -0.005134872 0.002595061
## 2 0.009600621 -0.014359995 0.017173524 0.0030066409 -0.010105665 0.001859344
## 3 -0.007517433 -0.017241624 0.033639082 0.0079624860 -0.019271489 -0.007008101
## 4 -0.017171506 -0.002032701 0.024918634 -0.0008583113 -0.009345086 -0.034884347
## 5 -0.004031867 -0.008095744 0.012872958 0.0018840042 -0.004959061 -0.005009936
## 2021-07-15 2021-07-16 2021-07-19 2021-07-20 2021-07-21 2021-07-22
## 1 0.002977399 0.002322798 -0.011151230 0.007951125 -0.001688305 0.002146364
## 2 -0.001089131 -0.007276046 -0.020215678 0.022723825 0.008336371 -0.003627943
## 3 -0.002242823 -0.023628971 -0.034928359 0.037954687 0.028835268 -0.016253154
## 4 -0.018575385 -0.028406998 -0.036371181 0.021591550 0.035071996 -0.011676901
## 5 -0.009695878 -0.006916462 -0.004185865 0.018021089 0.015427528 0.005213589
## 2021-07-23 2021-07-26 2021-07-27 2021-07-28 2021-07-29
## 1 0.0091894254 -0.002111010 0.0055452291 -0.004959920 0.0032220198
## 2 0.0100511853 0.001942950 -0.0008774576 -0.001752678 0.0113751341
## 3 -0.0008205112 0.015649657 -0.0054934336 0.002670519 0.0098376044
## 4 -0.0043685019 0.024259761 -0.0147430070 0.014774207 0.0006798849
## 5 0.0130954288 -0.003575663 -0.0126663428 0.012441803 0.0060559427
## 2021-07-30 2021-08-02 2021-08-03 2021-08-04 2021-08-05
## 1 -0.0010476357 0.001809318 0.005095528 -0.006882123 -0.0003310631
## 2 -0.0008531287 -0.004574236 0.009554352 -0.009705575 0.0059336657
## 3 -0.0120660399 -0.004246151 0.006646915 -0.016873974 0.0269566892
## 4 -0.0137697544 -0.014533983 0.020667426 -0.030625517 0.0155305872
## 5 0.0042896044 0.003432363 0.007422577 0.008049920 0.0019119451
## 2021-08-06 2021-08-09 2021-08-10 2021-08-11 2021-08-12
## 1 0.001826421 -0.0002157519 0.001143211 0.004750255 0.0008203856
## 2 0.004135775 -0.0024507838 0.006530468 0.009597937 -0.0005233978
## 3 0.015104546 -0.0057698674 0.015830493 0.013384113 -0.0024153005
## 4 0.011837255 -0.0086089751 0.019968483 0.006792736 -0.0008730809
## 5 -0.002366738 0.0026471495 -0.011835311 -0.004772332 0.0017519976
## 2021-08-13 2021-08-16 2021-08-17 2021-08-18 2021-08-19 2021-08-20
## 1 0.0050318392 0.006648039 0.002531625 -0.012032880 0.005649669 0.006150082
## 2 0.0001905176 0.003034684 -0.010485232 -0.008639208 -0.003914046 0.006380836
## 3 -0.0098351558 -0.010284396 -0.018343339 -0.006470821 -0.017313127 0.009355156
## 4 -0.0173276531 -0.024904440 -0.012017352 -0.020238605 -0.029839223 0.006878825
## 5 0.0015022654 -0.003128348 -0.011813862 -0.005740323 0.002836421 0.009644173
## 2021-08-23 2021-08-24 2021-08-25 2021-08-26 2021-08-27 2021-08-30
## 1 -0.002982245 -0.003776490 -0.0004008403 -0.004267589 0.004060037 0.002650207
## 2 0.005128910 0.004555379 0.0071112073 -0.006354593 0.009143709 0.000492801
## 3 0.017703965 0.019573065 0.0132912296 -0.013086312 0.021048816 -0.018038015
## 4 0.038368153 0.021716697 0.0120405492 -0.017261673 0.035794327 -0.012949598
## 5 0.017394733 0.008652413 0.0042120616 -0.003926781 0.012970099 0.005728046
## 2021-08-31 2021-09-01 2021-09-02 2021-09-03 2021-09-07
## 1 0.0023247460 0.0042540336 0.006723226 -0.002059536 -0.0112636220
## 2 -0.0008878406 0.0001750449 0.005464829 -0.004482589 -0.0117608875
## 3 0.0039914924 -0.0065493742 0.004818824 -0.009811036 -0.0006151916
## 4 -0.0003570813 -0.0127792329 0.028861823 -0.005451460 -0.0072868859
## 5 -0.0039035879 0.0013915844 0.003779712 0.004747814 -0.0021639427
## 2021-09-08 2021-09-09 2021-09-10 2021-09-13 2021-09-14
## 1 0.007583992 -0.008693418 -0.007552374 1.783318e-03 -0.0044780114
## 2 0.001072061 -0.003998598 -0.005673750 5.116674e-06 -0.0086741920
## 3 -0.010994730 0.005805673 -0.010032116 1.751465e-02 -0.0173562281
## 4 -0.013525177 0.001757849 -0.001996252 3.266285e-02 -0.0163246230
## 5 -0.006690994 0.003751966 -0.002037922 -3.551906e-03 -0.0002555842
## 2021-09-15 2021-09-16 2021-09-17 2021-09-20 2021-09-21 2021-09-22
## 1 0.003768574 -0.003414876 -0.004794208 -0.007389992 -0.002021326 0.002784177
## 2 0.009284926 -0.002373267 -0.011567246 -0.014250992 -0.004387859 0.010496773
## 3 0.012411250 -0.003004646 -0.004358198 -0.022350679 -0.006897531 0.024009752
## 4 0.047512022 -0.012320196 -0.005399688 -0.033077837 0.003528060 0.032749783
## 5 0.008277831 0.006681691 -0.009569272 -0.021891276 0.004053438 0.011978948
## 2021-09-23 2021-09-24 2021-09-27 2021-09-28 2021-09-29 2021-09-30
## 1 0.00315968 -0.0006567335 -0.005838831 -0.010584546 0.0097160881 -0.012743633
## 2 0.01298185 -0.0004104286 0.001113267 -0.015003155 0.0008842778 -0.020155265
## 3 0.03057608 0.0054257750 0.020553937 -0.011038192 -0.0049505620 -0.018227165
## 4 0.03934694 0.0092628004 0.046039458 -0.003595393 -0.0048658815 -0.012807479
## 5 0.01322099 -0.0009128565 -0.010180523 -0.033886039 -0.0068219145 -0.001953015
## 2021-10-01 2021-10-04 2021-10-05 2021-10-06 2021-10-07 2021-10-08
## 1 0.003102827 -0.002512517 0.003912750 0.0061339533 0.005025467 -0.002831543
## 2 0.012144799 -0.007274915 0.009463093 0.0001671682 0.010515632 -0.003709669
## 3 0.027824568 -0.005407103 0.010065311 -0.0038390930 0.008319835 -0.001209859
## 4 0.031416519 0.019133670 0.006999736 -0.0110425743 0.011086181 0.028576596
## 5 0.008006323 -0.026461442 0.013507446 0.0040979356 0.012256418 -0.008669636
## 2021-10-11 2021-10-12 2021-10-13 2021-10-14 2021-10-15
## 1 -0.0051304911 0.0004896925 0.002984682 0.01263675 0.0001795837
## 2 -0.0062709190 -0.0008919512 0.004860304 0.02167157 0.0048800348
## 3 -0.0049821432 0.0048505491 -0.007384299 0.01325152 0.0070086142
## 4 0.0003273607 0.0008498709 -0.002103787 0.01503553 0.0008862868
## 5 -0.0074993937 0.0021283869 0.010186214 0.02059400 0.0029367061
## 2021-10-18 2021-10-19 2021-10-20 2021-10-21 2021-10-22
## 1 -0.0048910957 8.270395e-03 0.009633547 0.002053701 0.006409473
## 2 0.0016187986 4.223917e-03 0.007491012 0.003514627 0.002719857
## 3 0.0001136853 2.609385e-05 0.009393156 -0.006190612 0.003303717
## 4 0.0052402948 7.184960e-03 0.009526248 -0.020094282 0.010749799
## 5 0.0105518419 9.330802e-03 -0.001563922 0.013174678 -0.004538836
## 2021-10-25 2021-10-26 2021-10-27 2021-10-28 2021-10-29
## 1 -0.0018752416 0.0006975451 -0.00850912 0.005317438 5.306688e-05
## 2 0.0026603160 -0.0044609406 -0.01363552 0.011767973 -3.589142e-03
## 3 0.0006050299 -0.0016562595 -0.02003511 0.012623181 -5.928255e-03
## 4 0.0161869141 0.0014030538 -0.03197320 0.005190319 -1.404238e-02
## 5 0.0080878727 -0.0013704227 -0.00550863 0.018721451 6.646742e-03
## 2021-11-01 2021-11-02 2021-11-03 2021-11-04 2021-11-05
## 1 0.0009411645 0.002735128 0.004889291 -4.000532e-03 0.0011867496
## 2 0.0052494476 0.004494139 0.004771251 1.329272e-03 0.0097239777
## 3 0.0214509852 -0.001773482 0.013868659 -1.129836e-02 0.0251875310
## 4 0.0224778127 -0.012703628 -0.002181315 4.979239e-05 0.0154828366
## 5 0.0063674217 0.006230048 0.005344813 1.384498e-02 0.0002268584
## 2021-11-08 2021-11-09 2021-11-10 2021-11-11 2021-11-12
## 1 -0.001145093 0.0010162237 0.002281105 -0.001540262 0.003409786
## 2 0.001655163 0.0023647809 -0.004178524 0.001524509 0.007332942
## 3 -0.000876846 -0.0056472967 -0.007960229 0.005834703 -0.002592484
## 4 0.013089508 -0.0002505117 -0.034069471 0.010879175 -0.001538196
## 5 0.004023103 -0.0035684373 -0.021511446 0.008784881 0.012180556
## 2021-11-15 2021-11-16 2021-11-17 2021-11-18 2021-11-19
## 1 0.0043145778 -0.0007305291 -0.001795300 -0.0036396646 -0.002701255
## 2 -0.0005983612 0.0043935138 -0.004504369 -0.0025815427 -0.005151045
## 3 0.0040844712 -0.0091408205 -0.007011044 -0.0077466920 -0.012348415
## 4 0.0075311467 -0.0019055056 -0.020817917 -0.0003591018 -0.039071773
## 5 -0.0031612336 0.0122149910 -0.007446792 0.0003954280 0.001818645
## 2021-11-22 2021-11-23 2021-11-24 2021-11-26 2021-11-29 2021-11-30
## 1 0.0026525171 0.005255513 0.0002782089 -0.01294325 0.005191709 -0.02386317
## 2 0.0002690503 0.002879966 -0.0002133192 -0.02509123 0.005566545 -0.02665218
## 3 0.0123060964 0.005955707 -0.0026388656 -0.04815797 0.003194318 -0.02854026
## 4 0.0157881629 0.032121231 0.0101173516 -0.04494146 0.006862171 -0.03065935
## 5 -0.0182908541 -0.011070181 0.0068297469 -0.01852474 0.025697052 -0.02216185
## 2021-12-01 2021-12-02 2021-12-03 2021-12-06 2021-12-07 2021-12-08
## 1 -0.006250914 0.01637156 0.004611140 0.0115025189 0.008300872 0.0020808375
## 2 -0.010424808 0.02697667 -0.002123906 0.0146920607 0.015276231 0.0032661439
## 3 -0.024405918 0.04311016 -0.016068053 0.0297470410 0.014676056 0.0064202109
## 4 -0.017339520 0.03148568 -0.006758208 0.0146352980 0.031153396 -0.0006773964
## 5 -0.023039413 0.01392334 -0.019715568 0.0005054133 0.037602451 0.0066014424
## 2021-12-09 2021-12-10 2021-12-13 2021-12-14 2021-12-15
## 1 -0.002622084 0.0085662255 0.007234251 -0.0034201883 0.0120623504
## 2 -0.006214797 0.0065180254 -0.007114567 -0.0072971855 0.0107856797
## 3 -0.007649185 0.0006654037 -0.025542042 0.0007791143 0.0005070457
## 4 -0.013763388 0.0117710014 -0.030549488 -0.0040950312 -0.0004682771
## 5 -0.019910389 0.0023475183 -0.012837589 -0.0150189942 0.0243489338
## 2021-12-16 2021-12-17 2021-12-20 2021-12-21 2021-12-22 2021-12-23
## 1 0.0069800098 -0.009329145 -0.004312437 0.002912458 0.006468309 0.003246366
## 2 -0.0005185865 -0.013243036 -0.017641653 0.020939740 0.006767761 0.007594899
## 3 -0.0008859877 -0.007833609 -0.020931951 0.040754098 0.007493902 0.011500009
## 4 0.0044980648 -0.017047473 -0.015700426 0.037330968 0.008059756 0.001808170
## 5 -0.0300439989 0.006808798 -0.014250874 0.030712812 0.010299299 0.008949566
## 2021-12-27 2021-12-28 2021-12-29 2021-12-30 2021-12-31
## 1 0.010414411 0.0044680261 0.004800707 -5.465359e-04 0.001375365
## 2 0.013094000 0.0038420744 0.004687649 -2.553106e-03 0.002861973
## 3 0.007336634 -0.0002046148 -0.001827680 1.837215e-05 -0.001373169
## 4 0.027463503 -0.0003154651 -0.006170123 -1.084366e-02 0.001018666
## 5 0.017776136 -0.0100784887 0.001382699 -2.137743e-03 -0.005857326
## 2022-01-03 2022-01-04 2022-01-05 2022-01-06 2022-01-07
## 1 -0.0059895913 -0.001181887 -0.007157391 -0.002593862 0.0004033935
## 2 -0.0069073075 0.012697993 -0.015147800 0.001607152 -0.0073622468
## 3 0.0220886040 0.028303230 -0.017742181 0.011325635 0.0140047015
## 4 0.0305576064 0.035468933 -0.012148063 0.022170834 0.0153848091
## 5 -0.0001100094 -0.014734345 -0.043492879 0.001860724 -0.0197267503
## 2022-01-10 2022-01-11 2022-01-12 2022-01-13 2022-01-14 2022-01-18
## 1 -0.000958553 0.001406216 0.0001049418 -0.002647119 -0.0020031511 -0.01037689
## 2 -0.007585479 0.008046306 0.0025837426 -0.002996524 -0.0080986170 -0.01587598
## 3 -0.009013647 0.012848819 -0.0001755398 0.006184845 -0.0004820274 -0.02259476
## 4 -0.006647599 0.032932023 0.0090065144 -0.012927632 0.0234501880 -0.00471671
## 5 0.001939823 0.018930727 0.0013300167 -0.031235472 0.0024191842 -0.03174313
## 2022-01-19 2022-01-20 2022-01-21 2022-01-24 2022-01-25 2022-01-26
## 1 -0.001944718 -0.006886489 -0.005480271 0.001990070 -0.008991298 -0.010591189
## 2 -0.010794601 -0.012948067 -0.011720531 0.010139665 -0.014323763 -0.007573617
## 3 -0.023943996 -0.014561380 -0.024932939 0.006025818 0.002298196 -0.003146556
## 4 -0.015203936 -0.019230281 -0.018302091 0.008679414 0.037826939 -0.004369437
## 5 -0.011187915 -0.015112820 -0.031041555 0.012802415 -0.037980226 -0.003671025
## 2022-01-27 2022-01-28 2022-01-31 2022-02-01 2022-02-02 2022-02-03
## 1 0.0007384186 0.017255924 0.008071359 -0.002026063 0.0099294525 -0.003330972
## 2 -0.0053234759 0.019212564 0.014888646 0.006431427 0.0092407755 -0.017280050
## 3 -0.0157412499 0.010666856 0.019007165 0.019980043 0.0005492073 -0.012674281
## 4 0.0073321906 0.006697551 0.003968990 0.032454867 0.0068264609 -0.012528754
## 5 -0.0171883025 0.035343901 0.049593335 0.011245541 0.0029828567 -0.042176770
## 2022-02-04 2022-02-07 2022-02-08 2022-02-09 2022-02-10 2022-02-11
## 1 -0.004005898 0.0008678327 0.005216735 0.007238562 -0.0173033992 -0.00346263
## 2 -0.009740241 -0.0036949134 0.009745225 0.020262280 -0.0181954188 -0.01650956
## 3 0.006779518 0.0127778875 0.019992899 0.018259718 -0.0067040773 -0.02186366
## 4 0.014203223 0.0063595298 -0.016811813 0.011133043 -0.0002246447 0.03372903
## 5 0.013230546 -0.0041456810 0.010091330 0.036120813 -0.0246795064 -0.03580748
## 2022-02-14 2022-02-15 2022-02-16 2022-02-17 2022-02-18
## 1 -0.007324415 0.003706029 0.0005125421 -0.004518830 -0.0005734107
## 2 -0.005188753 0.015833415 0.0041120386 -0.021353267 -0.0019830993
## 3 -0.008418979 0.030710110 0.0027103320 -0.029200072 -0.0060600763
## 4 -0.029984428 -0.007014801 0.0105949539 -0.003808884 -0.0107290145
## 5 -0.005054304 0.035386269 -0.0011369860 -0.037225901 -0.0157556554
## 2022-02-22 2022-02-23 2022-02-24 2022-02-25 2022-02-28 2022-03-01
## 1 -0.003452368 -0.010300897 0.003620630 0.02684387 -0.003148294 -0.003657383
## 2 -0.012761525 -0.019546121 0.011781282 0.02721709 -0.008335859 -0.018938244
## 3 -0.012800943 -0.020886856 -0.002390714 0.03214182 -0.015002890 -0.047841939
## 4 -0.016319970 0.009936107 0.001927909 0.02549724 0.034292783 0.004199683
## 5 -0.013322181 -0.026739338 0.053291782 0.01436939 -0.002335159 -0.017701320
## 2022-03-02 2022-03-03 2022-03-04 2022-03-07 2022-03-08 2022-03-09
## 1 0.01256716 0.0079937004 0.01040812 -0.010832195 -2.138554e-02 0.008836375
## 2 0.02702639 -0.0008071843 -0.01117775 -0.033269277 -3.111532e-03 0.025917334
## 3 0.03575947 -0.0148089939 -0.03472003 -0.061634433 1.559624e-02 0.042245751
## 4 0.02699253 0.0034446171 0.03579723 0.006497864 7.596757e-05 -0.016635830
## 5 0.02187229 -0.0241074769 -0.02135402 -0.048798138 3.308603e-03 0.045357589
## 2022-03-10 2022-03-11 2022-03-14 2022-03-15 2022-03-16 2022-03-17
## 1 -0.001197999 -0.006435486 0.002408755 0.01532161 0.004591148 0.011002021
## 2 -0.004437339 -0.009376530 -0.003140624 0.01747211 0.021189889 0.010798061
## 3 -0.002128670 -0.010511408 0.001639057 0.01922390 0.039602749 0.005582132
## 4 0.033707566 -0.009759914 -0.033707315 -0.02185483 -0.004636799 0.044400367
## 5 -0.014566960 -0.023646817 -0.025223093 0.03128734 0.052046218 0.017774804
## 2022-03-18 2022-03-21 2022-03-22 2022-03-23 2022-03-24 2022-03-25
## 1 0.002449673 0.001519639 0.002297163 -0.007980846 0.008800743 0.010077749
## 2 0.008140955 -0.004520994 0.005552167 -0.016183127 0.009353766 0.005505633
## 3 0.006703353 -0.009080474 0.017610995 -0.019190355 0.014109497 0.007382447
## 4 0.003384639 0.043180033 -0.008760878 0.020759214 0.007683571 0.030697851
## 5 0.031069009 -0.011314838 0.020708745 -0.022232448 0.025346874 -0.008021403
## 2022-03-28 2022-03-29 2022-03-30 2022-03-31 2022-04-01 2022-04-04
## 1 0.004982049 0.007448264 0.002463266 -0.00732564 0.010490666 -0.0048448011
## 2 0.003377499 0.018807720 -0.010547867 -0.01791225 0.002951176 0.0008799584
## 3 -0.004094458 0.022340860 -0.013211057 -0.01850047 -0.004503104 0.0008351233
## 4 -0.026448120 -0.003476579 0.011816117 -0.01058506 0.011003217 0.0045497122
## 5 0.015527908 0.027838886 -0.019552134 -0.01445817 -0.001081750 0.0192068961
## 2022-04-05 2022-04-06 2022-04-07 2022-04-08 2022-04-11 2022-04-12
## 1 0.001230383 0.011234648 0.007432341 0.004162127 -0.008742573 -0.002693697
## 2 -0.010898899 -0.006733189 0.003419522 0.001338550 -0.007985095 -0.003266300
## 3 -0.016685874 -0.021293910 -0.009789376 0.004181891 -0.001058986 -0.002450037
## 4 -0.017168530 0.004876688 0.009969808 0.031892579 -0.023938676 0.013957709
## 5 -0.030056985 -0.027731276 0.003598297 -0.015029045 -0.019791445 -0.005021320
## 2022-04-13 2022-04-14 2022-04-18 2022-04-19 2022-04-20 2022-04-21
## 1 0.004317399 -0.002825476 -0.006540384 0.010062085 0.011548502 -0.007049682
## 2 0.010509296 -0.006633139 -0.003340699 0.021636622 0.011956832 -0.010599708
## 3 0.019932462 -0.002278227 0.001747551 0.026439330 0.004530015 -0.016881035
## 4 0.016025206 0.003132978 0.020752698 -0.008091342 0.003372444 -0.037738124
## 5 0.021818709 -0.023179219 -0.002988221 0.032235185 -0.014737668 -0.034437287
## 2022-04-22 2022-04-25 2022-04-26 2022-04-27 2022-04-28 2022-04-29
## 1 -0.02260024 -0.0001276612 -0.0157345382 0.0003215645 0.008690325 -0.02952369
## 2 -0.02990422 0.0047136265 -0.0229405199 0.0045418400 0.017243517 -0.03097405
## 3 -0.02978860 0.0040927521 -0.0339042389 0.0007053749 0.019298997 -0.02851507
## 4 -0.02901258 -0.0336840434 0.0007694087 0.0147975957 0.027006112 -0.02388438
## 5 -0.02881143 0.0188606626 -0.0430420898 -0.0026891516 0.041181223 -0.03814430
## 2022-05-02 2022-05-03 2022-05-04 2022-05-05 2022-05-06 2022-05-09
## 1 -0.007596577 0.004322817 0.02086595 -0.01887431 -0.0007923441 -0.01774466
## 2 0.002455397 0.008362580 0.03135392 -0.03458044 -0.0113226197 -0.02048909
## 3 0.007801311 0.007802638 0.02799339 -0.03187723 -0.0177553034 -0.04187410
## 4 0.008547954 0.039911132 0.03844714 -0.02347630 0.0249328591 -0.09026392
## 5 0.023904864 0.002158718 0.03708508 -0.05397862 -0.0275708653 -0.05712305
## 2022-05-10 2022-05-11 2022-05-12 2022-05-13 2022-05-16 2022-05-17
## 1 -0.003338058 -0.002552635 0.001463873 0.01246852 0.002474690 0.00756305
## 2 -0.006643105 -0.012356879 0.008061131 0.01837344 -0.004931409 0.02317927
## 3 -0.002598473 -0.021962045 -0.004267592 0.03262151 -0.012097078 0.03814100
## 4 0.010491884 0.012669348 0.001747970 0.04177585 0.024247984 0.01587407
## 5 0.015287585 -0.037260428 0.013296406 0.05554376 -0.020941805 0.03185202
## 2022-05-18 2022-05-19 2022-05-20 2022-05-23 2022-05-24 2022-05-25
## 1 -0.03208301 -0.002761213 0.0047606128 0.012846096 0.010603083 0.002632472
## 2 -0.04079378 -0.001942402 -0.0018329766 0.013286142 -0.009113452 0.012110772
## 3 -0.03957385 -0.004938324 -0.0066850655 0.019088664 -0.023204437 0.022867285
## 4 -0.03393380 -0.003694708 -0.0001609023 0.032818509 0.001262443 0.022282289
## 5 -0.04643143 0.011686739 0.0061866376 0.006691949 -0.030805267 0.022323755
## 2022-05-26 2022-05-27 2022-05-31 2022-06-01 2022-06-02 2022-06-03
## 1 0.008915762 0.01564184 -0.010669961 -0.008777946 0.0082889747 -0.008644803
## 2 0.024088854 0.02429859 -0.010083628 -0.010201750 0.0203546846 -0.009988612
## 3 0.037904740 0.02321663 -0.002758378 -0.017726317 0.0189567064 -0.015762721
## 4 0.012697206 0.02209226 -0.010698851 0.016497791 0.0007855436 0.009805094
## 5 0.034054085 0.03967624 -0.011728349 -0.013384656 0.0456470869 -0.025803397
## 2022-06-06 2022-06-07 2022-06-08 2022-06-09 2022-06-10 2022-06-13
## 1 0.001815126 0.008436374 -0.012436928 -0.01778874 -0.01096465 -0.02809841
## 2 0.004368393 0.008512013 -0.016706287 -0.01880144 -0.03083667 -0.03811809
## 3 0.006842385 0.009309778 -0.018785567 -0.03336041 -0.04601580 -0.05440634
## 4 0.001017071 0.024522032 -0.006177816 -0.02361888 -0.01677892 -0.05455920
## 5 0.003744714 0.013151170 -0.011063836 -0.02883315 -0.03805622 -0.05930412
## 2022-06-14 2022-06-15 2022-06-16 2022-06-17 2022-06-21 2022-06-22
## 1 -0.0109720215 0.006993564 -0.01675138 -0.0004063937 0.01990126 0.0062309230
## 2 -0.0042509585 0.010554895 -0.03842532 0.0024990756 0.01387795 -0.0016260573
## 3 -0.0024166958 0.017628749 -0.04960901 0.0171508369 0.01100307 -0.0070114895
## 4 -0.0007277476 -0.018214270 -0.06061514 -0.0500747625 0.04521281 -0.0399502167
## 5 -0.0008157240 0.028139704 -0.05263579 0.0172794441 0.01994250 -0.0005684352
## 2022-06-23 2022-06-24 2022-06-27 2022-06-28 2022-06-29 2022-06-30
## 1 0.015107505 0.02144301 0.002210436 -0.012236654 0.003918372 -0.0006721554
## 2 0.007374691 0.03440803 -0.001420898 -0.018073191 -0.003948821 -0.0044292522
## 3 -0.008487010 0.05298839 -0.006764873 -0.008506993 -0.020641607 -0.0141985996
## 4 -0.042236237 0.01598633 0.035273269 0.029851507 -0.036097855 -0.0217347526
## 5 0.023544685 0.04060986 -0.008253321 -0.031910664 -0.007359646 -0.0145969151
## 2022-07-01 2022-07-05 2022-07-06 2022-07-07 2022-07-08 2022-07-11
## 1 0.015623642 -0.0111096073 0.006881863 0.002610831 -0.0018666653 -0.001406397
## 2 0.012316140 -0.0004610984 0.001513138 0.013941516 -0.0056513827 -0.006883376
## 3 0.014952824 0.0002784385 -0.013777696 0.023903407 -0.0079685089 -0.017268034
## 4 0.011003869 -0.0452369031 -0.018162372 0.044982658 0.0015377350 -0.007904315
## 5 0.001199697 0.0231432844 0.000476421 0.033739510 0.0003358683 -0.023376252
## 2022-07-12 2022-07-13 2022-07-14 2022-07-15 2022-07-18 2022-07-19
## 1 -0.007769540 -0.003073981 -0.004100929 0.01177896 -0.011685147 0.01653128
## 2 -0.002541489 -0.006707816 -0.009068911 0.01777672 -0.005390805 0.03277164
## 3 0.011827748 -0.009373043 -0.017063035 0.03372919 0.008671537 0.04015242
## 4 -0.019811412 0.004705950 -0.020399022 0.02209204 0.021430087 0.03386106
## 5 -0.015859824 -0.001231891 -0.003069805 0.02619438 -0.003987928 0.04018043
## 2022-07-20 2022-07-21 2022-07-22 2022-07-25 2022-07-26 2022-07-27
## 1 -0.005403548 0.005515450 0.001294136 0.003454776 0.0008997941 0.006126819
## 2 0.006905989 0.011593744 -0.003150812 0.001368898 -0.0056062538 0.017411973
## 3 0.012058790 -0.002088492 -0.010569799 0.006258580 -0.0214121125 0.027873224
## 4 0.008279479 -0.016772833 -0.010972522 0.041726883 -0.0064514372 0.024423225
## 5 0.028458555 0.019112744 -0.023318168 -0.005007120 -0.0221153385 0.047003162
## 2022-07-28 2022-07-29 2022-08-01 2022-08-02 2022-08-03 2022-08-04
## 1 0.015137166 0.003917243 -0.0024137348 -0.004363851 0.006723557 -0.002930917
## 2 0.017591084 0.011106657 -0.0013686086 -0.011957517 0.009263023 0.002048530
## 3 0.011213076 0.012208153 -0.0005019581 -0.008391689 0.017796146 -0.005480652
## 4 -0.002028012 0.029377633 -0.0200256066 0.003399522 -0.022295248 -0.039319563
## 5 0.022344325 0.015987157 0.0026344173 0.003954263 0.022529421 0.009388224
## 2022-08-05 2022-08-08 2022-08-09 2022-08-10 2022-08-11 2022-08-12
## 1 0.0008345808 0.002106752 0.003359262 0.008885227 -0.001905437 0.014054724
## 2 0.0027784949 0.004776850 -0.007828209 0.024501218 0.005990294 0.016514380
## 3 0.0013489151 0.006976894 -0.007829448 0.031559484 0.015108239 0.015983151
## 4 0.0204746226 0.007592965 0.020343230 0.008430620 0.035703537 0.005399001
## 5 -0.0029021359 -0.004973116 -0.024899213 0.040868147 -0.005918195 0.023720748
## 2022-08-15 2022-08-16 2022-08-17 2022-08-18 2022-08-19 2022-08-22
## 1 0.005981863 0.003677223 -0.003493637 0.0004948728 -0.003136700 -0.013515445
## 2 0.001362840 0.004628522 -0.008696417 0.0031324183 -0.014636334 -0.022888724
## 3 -0.002565202 0.009968393 -0.017074098 0.0028779924 -0.021271906 -0.029619375
## 4 -0.019819579 0.002041049 0.006343605 0.0296299325 -0.001763003 0.001919844
## 5 0.005683974 -0.006894455 -0.019165333 0.0059426327 -0.026763040 -0.029304127
## 2022-08-23 2022-08-24 2022-08-25 2022-08-26 2022-08-29 2022-08-30
## 1 -0.0078570727 0.002468337 0.007540590 -0.02231588 -0.002594118 -0.009849696
## 2 -0.0028266404 0.004147188 0.016543673 -0.03604918 -0.006052045 -0.010537567
## 3 0.0054322400 0.008622877 0.021556163 -0.03547921 -0.007815257 -0.007963161
## 4 0.0308609770 0.020232048 0.007864023 -0.01005654 0.010510763 -0.040768452
## 5 0.0006036979 0.006564769 0.024851441 -0.04589234 -0.013279817 -0.008514801
## 2022-08-31 2022-09-01 2022-09-02 2022-09-06 2022-09-07 2022-09-08
## 1 -0.004620878 0.008816046 -0.010901925 -0.001291749 0.020608215 0.004682959
## 2 -0.007828249 0.001845694 -0.008328460 -0.001311479 0.022653775 0.006623075
## 3 -0.009269556 -0.004808253 -0.004006311 -0.004279260 0.025135060 0.017308375
## 4 -0.005527423 -0.026267822 0.024614381 -0.016924356 -0.009571385 0.004044301
## 5 -0.006792769 -0.006669945 -0.007986576 -0.004522186 0.026920161 0.015688461
## 2022-09-09 2022-09-12 2022-09-13 2022-09-14 2022-09-15 2022-09-16
## 1 0.007025783 0.005754006 -0.03030976 -5.542399e-05 -0.008165863 -0.001390662
## 2 0.014925003 0.009309738 -0.03995970 -7.576904e-03 -0.007740663 -0.014475158
## 3 0.017895301 0.014708920 -0.04348934 1.091797e-03 0.006405046 -0.016823419
## 4 0.026116400 0.014923578 -0.02728834 3.461933e-02 -0.027207090 -0.025239977
## 5 0.022182444 0.008509431 -0.05279458 9.245856e-03 -0.015202625 -0.011092113
## 2022-09-19 2022-09-20 2022-09-21 2022-09-22 2022-09-23 2022-09-26
## 1 0.003706869 -0.012263639 -0.01155326 -0.004280274 -0.01033293 -0.01144500
## 2 0.012013194 -0.020158173 -0.01511148 -0.015822539 -0.01345816 -0.01558065
## 3 0.015172613 -0.016250478 -0.02909456 -0.026976580 -0.02537637 -0.01563739
## 4 0.009287467 -0.007301816 -0.01788766 -0.007421160 -0.07378279 -0.03242351
## 5 0.001401896 -0.016735707 -0.01544942 -0.025793173 -0.01339130 -0.01051973
## 2022-09-27 2022-09-28 2022-09-29 2022-09-30 2022-10-03 2022-10-04
## 1 -0.009182674 0.01771008 -0.016182236 -0.011217820 0.02473621 0.01999851
## 2 -0.004111592 0.02465828 -0.019034179 -0.008942304 0.03012131 0.03418482
## 3 0.002005854 0.02775424 -0.024863790 -0.015992974 0.02729733 0.05490707
## 4 0.017598780 0.04885267 -0.005147673 -0.004819461 0.05375540 0.04834236
## 5 0.007653307 0.02463720 -0.023754209 -0.012368814 0.02902965 0.04180629
## 2022-10-05 2022-10-06 2022-10-07 2022-10-10 2022-10-11
## 1 -0.0065167784 -0.016724521 -0.018447336 0.0004320653 0.002146669
## 2 -0.0044136351 -0.011815624 -0.024429448 -0.0024515708 -0.001504914
## 3 -0.0061256641 -0.010393658 -0.023174738 -0.0119557714 -0.010590719
## 4 0.0143102609 0.009829986 -0.008662703 -0.0151420276 -0.006294399
## 5 0.0002732392 -0.003673107 -0.042898572 -0.0220340312 -0.020564334
## 2022-10-12 2022-10-13 2022-10-14 2022-10-17 2022-10-18 2022-10-19
## 1 -0.010292045 0.02169265 -0.01792617 0.01811735 0.01360685 -0.008740725
## 2 -0.007950543 0.02234975 -0.02294549 0.02526541 0.01462641 -0.016631735
## 3 0.004783795 0.02935391 -0.01520713 0.02420507 0.01897273 -0.018640141
## 4 0.008807564 0.03875522 -0.04729862 0.01533089 0.01233778 0.024878221
## 5 -0.001459718 0.01702647 -0.03429441 0.03403790 0.01330807 -0.010473234
## 2022-10-20 2022-10-21 2022-10-24 2022-10-25 2022-10-26 2022-10-27
## 1 -0.010871846 0.01518533 0.012100704 0.013021984 0.0041462763 0.001990775
## 2 -0.015247329 0.02570102 0.011199490 0.023899444 0.0014537392 0.002260716
## 3 -0.009011394 0.03302516 0.008816356 0.022310637 0.0001880755 0.003489270
## 4 -0.001515061 0.02878504 0.001611710 0.004640011 0.0131552902 0.004311154
## 5 -0.001938336 0.02848409 0.006684826 0.031642484 -0.0061236371 -0.008850701
## 2022-10-28 2022-10-31 2022-11-01 2022-11-02 2022-11-03 2022-11-04
## 1 0.0205053321 -0.003288505 -0.0005684021 -0.01606312 -0.004139502 0.007587677
## 2 0.0231885583 -0.005455125 0.0034706007 -0.02537666 -0.003842198 0.018969432
## 3 0.0232645819 -0.001913913 0.0080532447 -0.02394024 -0.006863484 0.026047921
## 4 0.0003596346 0.012742472 0.0109899532 -0.02665534 0.017438991 0.015470591
## 5 0.0261275703 -0.010903427 0.0010920734 -0.03592606 -0.015265586 0.015213973
## 2022-11-07 2022-11-08 2022-11-09 2022-11-10 2022-11-11 2022-11-14
## 1 0.003109485 0.005406853 -0.01012276 0.03278051 -0.008387029 -0.007066981
## 2 0.009954069 0.005499943 -0.01793685 0.06212443 0.012450828 -0.011417396
## 3 0.006004212 0.006792664 -0.02185912 0.06480776 0.022703174 -0.017797877
## 4 0.021864384 0.004041141 -0.05027464 0.03112424 0.021160143 -0.004822193
## 5 0.009500308 0.010655855 -0.02123436 0.09450154 0.027661563 -0.015102624
## 2022-11-15 2022-11-16 2022-11-17 2022-11-18 2022-11-21 2022-11-22
## 1 0.005470612 0.002912529 -0.0033007436 0.0121164898 0.006859495 0.006118915
## 2 0.009638592 -0.010367319 -0.0059788389 0.0092014665 -0.000140994 0.015034385
## 3 0.007434848 -0.018102391 -0.0069388330 0.0062069685 -0.002217308 0.013907587
## 4 0.015104924 -0.026693209 -0.0001834072 -0.0067549418 -0.015904057 0.037892892
## 5 0.024295098 -0.025885953 -0.0127084118 -0.0008637071 -0.013597771 0.015821169
## 2022-11-23 2022-11-25 2022-11-28 2022-11-29 2022-11-30 2022-12-01
## 1 0.004595847 0.0045680340 -0.01006393 -0.001107472 0.021957392 -0.0005151965
## 2 0.004095845 0.0034943962 -0.01870738 0.004716510 0.022669761 0.0033261875
## 3 0.003731227 0.0042357634 -0.02213608 0.014614734 0.019801695 -0.0029024381
## 4 -0.014182320 -0.0007083396 -0.02609312 0.018320804 0.008207609 -0.0082530922
## 5 0.013326912 -0.0040170156 -0.01734148 -0.006339862 0.047538735 0.0038027098
## 2022-12-02 2022-12-05 2022-12-06 2022-12-07 2022-12-08
## 1 2.201907e-03 -0.01212836 -0.004823666 9.009992e-04 0.005197784
## 2 3.383175e-05 -0.01897398 -0.010905351 7.663031e-05 0.006975987
## 3 -1.605786e-03 -0.02605354 -0.011842149 -7.019941e-03 0.004284772
## 4 -2.300178e-03 -0.03130143 -0.023909718 -6.459087e-03 -0.009810527
## 5 -8.558691e-03 -0.02665231 -0.022788584 -2.164829e-03 0.016329617
## 2022-12-09 2022-12-12 2022-12-13 2022-12-14 2022-12-15 2022-12-16
## 1 -0.007761109 0.01150364 0.0006939154 -0.004054419 -0.015525181 -0.01054247
## 2 -0.006366615 0.01413582 0.0102162154 -0.006149840 -0.024307312 -0.01154871
## 3 -0.002334755 0.01755163 -0.0008658816 -0.011474116 -0.024251371 -0.01181239
## 4 -0.021493748 0.02992907 0.0181844475 -0.007170279 -0.001381553 -0.01590781
## 5 -0.008435367 0.01502196 0.0190379005 -0.006956882 -0.039356651 -0.01044943
## 2022-12-19 2022-12-20 2022-12-21 2022-12-22 2022-12-23 2022-12-27
## 1 -0.004655738 -0.0003510053 0.01208778 -0.004104137 5.337537e-03 0.0025905909
## 2 -0.009109056 0.0011843867 0.01548018 -0.008856432 6.892208e-03 0.0027183302
## 3 -0.013559706 0.0025768391 0.01362699 -0.012920033 6.468302e-03 -0.0009042383
## 4 -0.005780018 0.0138176312 0.02190365 -0.027931269 3.146370e-02 0.0057551997
## 5 -0.016238306 0.0008765717 0.01842339 -0.025873948 8.808731e-05 -0.0139536715
## 2022-12-28 2022-12-29 2022-12-30 2023-01-03 2023-01-04 2023-01-05
## 1 -0.01029439 0.01019389 -0.006028431 -0.001604466 0.007898989 -0.01155367
## 2 -0.01460705 0.01704087 -0.006187251 0.002853694 0.015915225 -0.01285124
## 3 -0.01609488 0.02177056 -0.000285144 0.003474902 0.031195787 -0.00373186
## 4 -0.02957425 0.01015240 0.005248032 -0.041686953 0.003146886 0.01371620
## 5 -0.01148577 0.03185675 -0.001640718 -0.005348151 0.015485832 -0.02104182
## 2023-01-06 2023-01-09 2023-01-10 2023-01-11 2023-01-12 2023-01-13
## 1 0.02037324 -0.0062568670 0.0046077467 0.009333806 -0.003432541 0.0008497623
## 2 0.02659592 0.0003536579 0.0073509863 0.014427467 0.002523841 0.0028609334
## 3 0.02580119 0.0007269118 0.0120077384 0.013830802 0.013581915 0.0034680511
## 4 0.02348239 0.0074261806 0.0008634741 0.002099623 0.022737354 0.0007843610
## 5 0.02652863 0.0149766094 0.0096145910 0.016006488 0.006868679 0.0051638063
## 2023-01-17 2023-01-18 2023-01-19 2023-01-20 2023-01-23 2023-01-24
## 1 -0.0025610527 -0.017564369 -0.004656337 0.009068964 0.003082661 1.668469e-05
## 2 -0.0050045677 -0.013677962 -0.015265356 0.017824271 0.011334931 1.088726e-03
## 3 -0.0015024284 -0.018267612 -0.012434754 0.023751249 0.017903654 -3.886492e-04
## 4 0.0003204339 -0.018514402 0.012555488 0.010787607 0.001052779 -8.302662e-03
## 5 0.0060442099 -0.009283914 -0.017579572 0.031945777 0.030696712 -7.959983e-03
## 2023-01-25 2023-01-26 2023-01-27 2023-01-30 2023-01-31 2023-02-01
## 1 0.0030142672 0.002597251 -0.003603322 -0.003168837 0.011010911 0.003197115
## 2 -0.0005703015 0.006899725 0.003062725 -0.008801855 0.021080086 0.013507219
## 3 0.0108649293 0.008228842 0.006628649 -0.012160714 0.019003947 0.009423922
## 4 0.0007037610 0.022278243 -0.011696190 -0.022258048 0.009036124 -0.017229558
## 5 -0.0032299224 0.019409995 0.005617511 -0.021599934 0.019541327 0.030161305
## 2023-02-02 2023-02-03 2023-02-06 2023-02-07 2023-02-08 2023-02-09
## 1 -0.000518732 -0.009810001 0.0004360803 0.001874951 -0.007737961 -0.009337701
## 2 0.013887072 -0.009681799 -0.0103924531 0.006250071 -0.006816414 -0.009750816
## 3 0.013096562 -0.006027249 -0.0073131685 0.010425053 -0.010597497 -0.007162829
## 4 -0.015808923 -0.003935825 -0.0090485617 0.027967252 -0.006940473 -0.008484860
## 5 0.032288648 -0.021106472 -0.0141024110 0.023768975 -0.014415912 -0.005266823
## 2023-02-10 2023-02-13 2023-02-14 2023-02-15 2023-02-16
## 1 0.009499672 0.007377017 -0.007514595 0.003137613 -0.005339481
## 2 0.002015706 0.012253330 -0.002818784 0.007519928 -0.009980294
## 3 -0.004847679 0.015891038 0.002194420 0.004706351 -0.012159882
## 4 0.038987214 -0.005666957 0.002606410 -0.019276675 -0.007615936
## 5 -0.009794764 0.014795970 0.013545633 0.015778777 -0.021619371
## 2023-02-17 2023-02-21 2023-02-22 2023-02-23 2023-02-24
## 1 0.0070330257 -0.011041381 -0.0028601811 -0.001068208 -0.006683366
## 2 0.0001374416 -0.027492859 -0.0002860236 0.005020552 -0.006503397
## 3 -0.0048856881 -0.025054422 0.0014606274 0.001417767 -0.006709554
## 4 -0.0371335111 -0.004269171 0.0011367861 0.016840501 0.004584432
## 5 -0.0149698084 -0.026994463 -0.0015732581 0.009767551 -0.020067142
## 2023-02-27 2023-02-28 2023-03-01 2023-03-02 2023-03-03
## 1 -0.002075108 -0.0067282130 -0.0071458979 0.0084863232 0.00932558
## 2 0.001147641 -0.0008364915 -0.0033446741 0.0089695167 0.01308105
## 3 0.003605089 -0.0001510716 0.0019771808 -0.0006227989 0.01639277
## 4 0.002845541 -0.0155679129 0.0218734801 0.0134329755 0.01360807
## 5 0.006366706 0.0011906316 0.0001136093 0.0112856633 0.02000146
## 2023-03-06 2023-03-07 2023-03-08 2023-03-09 2023-03-10 2023-03-13
## 1 -0.0006994069 -0.01409393 0.0004426684 -0.01167263 -0.01158515 0.006570155
## 2 -0.0041640439 -0.01469976 0.0036834934 -0.01864859 -0.02408697 -0.010023586
## 3 -0.0068151485 -0.02245158 -0.0001017357 -0.04036561 -0.02727497 -0.043108687
## 4 -0.0069158736 -0.01828091 -0.0085728650 -0.01879304 -0.02153672 -0.024312343
## 5 -0.0053168569 -0.01009249 0.0093391636 -0.02162052 -0.02340429 0.004430754
## 2023-03-14 2023-03-15 2023-03-16 2023-03-17 2023-03-20 2023-03-21
## 1 0.008681942 0.0002748016 0.008225799 -0.01137239 0.011966214 -0.0002507104
## 2 0.015882268 -0.0202635187 0.012473699 -0.01796301 0.016104935 0.0132688031
## 3 0.015044591 -0.0301986457 0.017127552 -0.03076632 0.014588443 0.0338653509
## 4 0.007675836 -0.0547662230 0.017870127 -0.01838120 0.020448528 0.0304910160
## 5 0.025278205 -0.0073687340 0.026049339 -0.01104287 0.006690492 0.0194792771
## 2023-03-22 2023-03-23 2023-03-24 2023-03-27 2023-03-28 2023-03-29
## 1 -0.01673638 -0.004033193 0.0175087306 0.004426531 0.001321586 0.009010326
## 2 -0.02130627 -0.003728872 0.0048150851 0.007927925 0.003084954 0.014548464
## 3 -0.03344620 -0.010288959 0.0004179921 0.013684534 0.006306443 0.021217865
## 4 -0.02503073 -0.015291696 0.0044545837 0.021070562 0.015176125 0.014827446
## 5 -0.01898960 0.014812727 -0.0035432888 -0.002847642 -0.007984079 0.022855159
## 2023-03-30 2023-03-31 2023-04-03 2023-04-04 2023-04-05 2023-04-06
## 1 0.004581743 0.01010844 0.0025672747 0.0000299727 0.009392687 0.0026374287
## 2 0.004905573 0.01825082 -0.0002478591 -0.0170281068 -0.006875034 -0.0003848696
## 3 0.002669454 0.01662298 -0.0040804769 -0.0150390271 -0.010786907 0.0025898399
## 4 0.001146914 0.01094913 0.0398249070 -0.0195441034 0.013440645 -0.0156634247
## 5 0.008999279 0.01894914 -0.0058608887 -0.0097285316 -0.018380459 -0.0004243467
## 2023-04-10 2023-04-11 2023-04-12 2023-04-13 2023-04-14
## 1 0.0001664796 0.0034514576 -0.001901737 0.005811035 -0.0080335515
## 2 0.0085483519 0.0095879494 -0.002221747 0.006002413 -0.0028251586
## 3 0.0102391441 0.0107928222 -0.012261983 0.008244138 0.0006477486
## 4 0.0142808491 0.0150356704 -0.003292191 0.004364746 0.0019659622
## 5 0.0117836231 -0.0004874888 -0.008453410 0.017869294 -0.0016713311
## 2023-04-17 2023-04-18 2023-04-19 2023-04-20 2023-04-21
## 1 0.006672360 -0.001082111 0.0007300767 -0.002569698 2.822889e-03
## 2 0.007875314 0.002402349 -0.0025885381 -0.001773717 -4.368545e-06
## 3 0.013760821 0.004579917 0.0052297432 -0.015441926 -6.193081e-03
## 4 -0.011862074 -0.002198372 -0.0052019492 -0.010161865 -8.186862e-03
## 5 0.003572661 0.002337737 -0.0049709666 -0.007675193 3.178156e-04
## 2023-04-24 2023-04-25 2023-04-26 2023-04-27 2023-04-28 2023-05-01
## 1 0.0029251361 -0.005263198 -0.011163860 0.013947381 0.005391691 0.0027913672
## 2 0.0018864706 -0.016787489 -0.011102810 0.021773244 0.011609573 0.0002226356
## 3 -0.0003837126 -0.026028578 -0.008094904 0.016224527 0.017774941 -0.0057136826
## 4 0.0134025730 -0.024489956 -0.014795352 0.004218191 0.018610401 -0.0038284238
## 5 -0.0034583182 -0.031317083 -0.001005621 0.013696930 0.012451996 0.0017191285
## 2023-05-02 2023-05-03 2023-05-04 2023-05-05 2023-05-08 2023-05-09
## 1 -0.009547328 -0.004247670 -0.002062191 0.01055919 -0.0025198902 -0.0020952610
## 2 -0.010913909 -0.004622630 -0.007753997 0.01704257 -0.0011522828 -0.0040769879
## 3 -0.022558379 -0.013152500 -0.024266786 0.03200785 0.0006616463 -0.0018146903
## 4 -0.039906491 -0.016683640 -0.020192727 0.02858262 -0.0042808283 -0.0001529243
## 5 -0.014184421 0.002688785 -0.007405885 0.01439329 0.0031492574 -0.0058075816
## 2023-05-10 2023-05-11 2023-05-12 2023-05-15 2023-05-16 2023-05-17
## 1 0.003576506 -0.003060753 0.001289664 -0.002898807 -0.011996224 0.001587428
## 2 -0.001172999 -0.004563543 0.001333645 0.005817739 -0.015094370 0.012414039
## 3 -0.010885044 -0.009816075 -0.006143017 0.018752005 -0.016643614 0.035150112
## 4 -0.009178444 -0.012144538 0.003964564 0.007399649 -0.027386320 0.016948688
## 5 0.006920181 -0.003138752 0.001229731 0.013333971 -0.007761306 0.017664139
## 2023-05-18 2023-05-19 2023-05-22 2023-05-23 2023-05-24
## 1 -0.001193093 0.0001197575 -0.0013133853 -0.010093817 -0.007128222
## 2 0.009111202 -0.0040747707 -0.0005656873 -0.012772742 -0.013872395
## 3 0.010384370 -0.0088663966 0.0063074523 -0.006366850 -0.017870609
## 4 0.012194037 0.0056889205 0.0040932121 0.002149495 0.002579950
## 5 0.025434858 -0.0044577902 0.0094455024 -0.015469555 -0.009292511
## 2023-05-25 2023-05-26 2023-05-30 2023-05-31 2023-06-01 2023-06-02
## 1 -0.008661954 0.001337476 -0.004423771 0.002798730 0.002501097 0.013311746
## 2 0.001871343 0.007323091 -0.001737425 -0.012851049 0.008554801 0.027412223
## 3 0.004076636 0.011847109 0.001712538 -0.018015785 0.013008516 0.036738849
## 4 -0.020254266 -0.003436379 -0.012625453 -0.016963485 0.011669261 0.035951328
## 5 0.022807529 0.028858349 0.005718239 -0.007445343 0.012897747 0.009596891
## 2023-06-05 2023-06-06 2023-06-07 2023-06-08 2023-06-09
## 1 -0.0001749851 -0.002981678 0.003070348 0.004706942 -0.0020075646
## 2 -0.0053681472 0.009346754 0.013215737 -0.003512517 -0.0013885280
## 3 -0.0053368031 0.023991280 0.017191958 -0.002726674 -0.0008289417
## 4 -0.0061816498 0.013574245 0.029670840 -0.007208150 -0.0055920261
## 5 -0.0049246515 0.006332640 -0.012167637 0.008838011 0.0021794007
## 2023-06-12 2023-06-13 2023-06-14 2023-06-15 2023-06-16 2023-06-20
## 1 0.002072835 0.003455133 -0.001116444 0.01281146 0.0014906230 -0.007393451
## 2 0.007056184 0.013339734 -0.001034783 0.01275295 -0.0003780317 -0.009265158
## 3 0.005344531 0.016089247 -0.006779311 0.01007941 -0.0050334007 -0.009314708
## 4 -0.008646391 0.008433362 -0.012173775 0.01442338 0.0027455399 -0.021204468
## 5 0.021397131 0.010292683 0.003620748 0.01054993 -0.0077057648 -0.005799615
## 2023-06-21 2023-06-22 2023-06-23 2023-06-26 2023-06-27
## 1 0.0022683433 -0.0006694712 -0.007925086 0.0035766849 0.004251999
## 2 0.0007979383 -0.0044522290 -0.005691651 0.0086076697 0.013208280
## 3 -0.0013052734 -0.0133905023 -0.010948068 0.0075825895 0.020992999
## 4 0.0090905582 -0.0154686102 -0.008908908 0.0159573725 0.005115027
## 5 -0.0151391267 0.0029657469 -0.010564185 -0.0005430916 0.021549413
## 2023-06-28 2023-06-29 2023-06-30 2023-07-03 2023-07-05 2023-07-06
## 1 -0.006212554 0.005649926 0.009602827 0.001060779 0.0009445535 -0.005330269
## 2 -0.001499924 0.009609171 0.008133339 0.001494960 -0.0066839450 -0.007664892
## 3 0.001325609 0.010985267 0.008761758 0.011722689 -0.0083349951 -0.010629707
## 4 0.006736307 0.014747880 0.004983979 0.006199402 -0.0063726209 -0.017689916
## 5 0.003905828 0.001668193 0.013904712 0.001520610 -0.0076938865 -0.012069177
## 2023-07-07 2023-07-10 2023-07-11 2023-07-12 2023-07-13 2023-07-14
## 1 -0.006348446 0.002412924 0.007127585 0.001800316 0.001950194 0.0007468688
## 2 0.002367466 0.010057736 0.011187367 0.004200337 0.003096777 -0.0040949471
## 3 0.011288165 0.012373561 0.015341398 0.002753269 0.008220177 -0.0184380413
## 4 0.031081304 0.002351342 0.027227689 0.006836869 0.003808179 -0.0253899111
## 5 0.001662290 0.020180108 0.007171029 0.011080612 0.016029818 -0.0042009427
## 2023-07-17 2023-07-18 2023-07-19 2023-07-20 2023-07-21
## 1 -0.0039764905 9.865853e-05 0.007966777 0.009707568 0.0053452198
## 2 0.0019102395 6.525508e-03 0.001442401 -0.002325910 -0.0003546811
## 3 0.0042906791 1.881772e-02 0.008522533 -0.002304432 -0.0060551099
## 4 -0.0006224517 2.011318e-02 0.005656687 0.010821035 0.0077386580
## 5 0.0166809486 3.629084e-03 -0.002203614 -0.025408666 0.0032040765
## 2023-07-24 2023-07-25 2023-07-26 2023-07-27 2023-07-28
## 1 0.001408022 0.0006242871 0.0007146836 -0.012432411 0.001826271
## 2 0.001250243 0.0023589220 0.0008397057 -0.008029144 0.003506039
## 3 0.006112120 -0.0076800837 0.0104073013 -0.006148814 0.005259024
## 4 0.016216031 0.0062233130 0.0034397049 -0.007796120 0.008246531
## 5 -0.001731004 0.0093429991 -0.0043018890 -0.002043371 0.015837160
## 2023-07-31 2023-08-01 2023-08-02 2023-08-03 2023-08-04
## 1 -0.002417041 -0.0034758684 0.0006304517 -0.006244756 -0.007434124
## 2 0.003780667 0.0003377638 -0.0051007259 -0.002887743 -0.003901672
## 3 0.008049532 -0.0091063150 -0.0131290234 -0.003473231 0.001458216
## 4 0.013053165 -0.0044117609 -0.0142356320 0.016242523 0.003297949
## 5 0.007315436 -0.0031640377 -0.0324206600 -0.002563326 -0.008785115
## 2023-08-07 2023-08-08 2023-08-09 2023-08-10 2023-08-11 2023-08-14
## 1 0.007873311 -0.003574325 0.003142187 -0.001017639 0.0040485060 -0.002153796
## 2 0.009414798 -0.006095869 -0.003781952 -0.001510308 -0.0005923574 0.001211613
## 3 0.014336606 -0.005645356 -0.012429654 -0.003058137 -0.0036092243 -0.007654410
## 4 0.003816696 0.005593510 0.015119129 -0.004039383 0.0132952422 -0.007195087
## 5 0.006316449 -0.010247884 -0.010372933 0.002645518 -0.0090581806 0.015007817
## 2023-08-15 2023-08-16 2023-08-17 2023-08-18 2023-08-21
## 1 -0.009759772 -0.002467648 -0.007443979 0.0024702109 -0.001676648
## 2 -0.011488934 -0.005605484 -0.009692909 0.0020717199 -0.002543340
## 3 -0.020791046 -0.011225297 -0.007201027 -0.0004643573 -0.003388399
## 4 -0.017935685 -0.006289732 0.009778374 0.0077525609 -0.003554600
## 5 -0.014605501 -0.013707181 -0.013748308 -0.0004398534 0.014982181
## 2023-08-22 2023-08-23 2023-08-24 2023-08-25 2023-08-28 2023-08-29
## 1 -0.0015287210 0.004573812 -0.005231805 0.005005933 0.004137081 0.006051941
## 2 -0.0010873973 0.011068973 -0.009488706 0.005215701 0.008945747 0.011731538
## 3 -0.0113127546 0.011970726 -0.008044845 -0.001107626 0.009961831 0.014652879
## 4 -0.0097112274 -0.005212448 -0.004423728 0.008419316 0.006157519 0.004643907
## 5 -0.0001702565 0.015609760 -0.025233109 0.010857146 0.006998128 0.022679873
## 2023-08-30 2023-08-31 2023-09-01 2023-09-05 2023-09-06
## 1 5.983890e-06 -0.0089535431 -0.002132596 -0.0116089212 -0.0027641975
## 2 4.938254e-03 -0.0025472972 0.004884006 -0.0166105151 -0.0007999272
## 3 -3.123081e-04 -0.0008368632 0.005874662 -0.0122571877 -0.0071126671
## 4 3.206755e-03 -0.0010894189 0.019907757 0.0019649665 -0.0049757037
## 5 9.109823e-03 0.0050785944 0.006826475 -0.0006989899 -0.0023988078
## 2023-09-07 2023-09-08 2023-09-11 2023-09-12 2023-09-13
## 1 0.004089343 0.0008795372 0.003836742 -0.001712369 0.0013804769
## 2 -0.003972701 -0.0021343964 0.001841043 -0.004926604 -0.0054752110
## 3 -0.011795686 0.0075838094 0.002046508 0.007027467 -0.0120774375
## 4 -0.001887729 0.0113270190 -0.014082213 0.021771363 -0.0093236121
## 5 -0.011919602 -0.0022844454 0.006479047 -0.011920729 0.0002055498
## 2023-09-14 2023-09-15 2023-09-18 2023-09-19 2023-09-20 2023-09-21
## 1 0.009028176 -0.005594179 0.0003265012 -0.0005159755 0.001652428 -0.01326939
## 2 0.011460221 -0.008664682 -0.0006658771 -0.0018073344 -0.004344187 -0.01687408
## 3 0.017696302 -0.003556697 -0.0095211050 -0.0026676429 -0.007268640 -0.02042009
## 4 0.014178675 -0.015120425 0.0057691280 -0.0078474571 -0.011062495 -0.01468682
## 5 0.008335566 -0.018999265 -0.0009053687 -0.0020948894 -0.012205606 -0.02406984
## 2023-09-22 2023-09-25 2023-09-26 2023-09-27 2023-09-28 2023-09-29
## 1 -0.004300167 -0.0001644415 -0.011685830 -0.006049173 0.001226166 -0.003420061
## 2 -0.001824916 0.0048392926 -0.016477545 0.002678255 0.008015116 -0.001712670
## 3 -0.011311436 0.0015470472 -0.014513228 0.002346741 0.012912859 -0.002247408
## 4 -0.001347015 0.0127957819 -0.008597855 0.020093506 0.006650193 -0.020599221
## 5 0.001129156 0.0035974621 -0.013921706 0.007455824 0.013942303 0.001722273
## 2023-10-02 2023-10-03 2023-10-04 2023-10-05 2023-10-06 2023-10-09
## 1 -0.012871898 -0.004265186 0.006539567 -0.0037912521 0.005415380 0.0089816933
## 2 -0.009197070 -0.012285052 0.008938844 -0.0028107750 0.007623103 0.0073117281
## 3 -0.014858699 -0.024575482 0.005610625 -0.0006094280 0.010534955 0.0003009229
## 4 -0.024413953 -0.002604992 -0.028960915 0.0007000515 0.010811145 0.0394865155
## 5 0.001175247 -0.022236439 0.011853373 -0.0061584436 0.018608022 0.0046474599
## 2023-10-10 2023-10-11 2023-10-12 2023-10-13 2023-10-16 2023-10-17
## 1 0.005221806 -0.0004495986 -0.012556326 0.007539279 0.009925629 0.001389338
## 2 0.007652619 0.0051417055 -0.014037288 -0.006016805 0.012715914 0.005272610
## 3 0.012920235 0.0029720126 -0.014990604 -0.012128211 0.017348143 0.012809003
## 4 0.002493682 -0.0004530699 0.002077643 0.016356866 0.009455997 0.009657213
## 5 0.011879192 0.0028955085 -0.013589776 -0.014755362 0.014175807 0.001629693
## 2023-10-18 2023-10-19 2023-10-20 2023-10-23 2023-10-24 2023-10-25
## 1 -0.006796234 -0.009798592 -0.006599947 -0.006102743 0.008984836 -0.002854392
## 2 -0.022968469 -0.012280502 -0.010155694 -0.005692841 0.006592200 -0.012744641
## 3 -0.028269965 -0.015668023 -0.020962526 -0.003992413 0.004639220 -0.011252567
## 4 0.004681833 -0.002666295 -0.019013950 -0.014466856 -0.010809719 -0.001899053
## 5 -0.017076169 -0.014276430 -0.018711581 -0.001744540 0.010857065 -0.034042415
## 2023-10-26 2023-10-27 2023-10-30 2023-10-31 2023-11-01 2023-11-02
## 1 -0.0008787430 -0.014958635 0.0084428901 0.009044874 0.0039138703 0.01660763
## 2 -0.0004360638 -0.008881877 0.0079560110 0.009592366 0.0072132045 0.02038398
## 3 0.0089321777 -0.018186063 0.0157127202 0.008193973 -0.0010147847 0.03391234
## 4 -0.0046272252 -0.015404331 0.0013341000 0.003104593 -0.0003436275 0.02629097
## 5 -0.0157220321 0.002364810 0.0005804535 0.012500643 0.0052983560 0.02802913
## 2023-11-03 2023-11-06 2023-11-07 2023-11-08 2023-11-09
## 1 0.009329068 -0.0008820848 -0.0007704235 -1.866170e-03 -0.007682071
## 2 0.017690552 -0.0051214845 -0.0035052271 1.357665e-03 -0.007674465
## 3 0.031857002 -0.0116755034 -0.0029768184 -5.271067e-03 -0.012263681
## 4 -0.005502082 -0.0143308546 -0.0237183475 -1.124441e-02 -0.002256098
## 5 0.023494444 -0.0061138249 0.0104223151 -6.051415e-05 -0.010257017
## 2023-11-10 2023-11-13 2023-11-14 2023-11-15 2023-11-16 2023-11-17
## 1 0.005538275 -0.0003495646 0.01804945 0.000828835 0.0004688586 -0.0006299827
## 2 0.012638808 -0.0031796634 0.03155791 0.003926565 -0.0020498090 0.0053966740
## 3 0.013576983 -0.0026770320 0.04412564 0.010574440 -0.0082795625 0.0126874494
## 4 0.010001800 0.0068769850 0.01246483 0.001112219 -0.0230316568 0.0159867886
## 5 0.024461956 -0.0005324635 0.03797063 0.005746505 -0.0006174616 0.0056261694
## 2023-11-20 2023-11-21 2023-11-22 2023-11-24 2023-11-27
## 1 0.002282580 0.0035675662 0.0054374981 0.003168392 -0.0025948125
## 2 0.002555167 -0.0008841891 0.0050049638 0.003890549 -0.0020665289
## 3 0.003146682 -0.0096137245 0.0042286502 0.002893909 -0.0043873890
## 4 0.002365759 -0.0026911828 0.0001924372 0.005848499 -0.0059151872
## 5 0.015949586 -0.0075181535 0.0039975820 0.001334717 -0.0002316016
## 2023-11-28 2023-11-29 2023-11-30 2023-12-01 2023-12-04 2023-12-05
## 1 -0.0004473100 -0.002992350 0.0107573056 0.008500943 0.001260603 -0.005723159
## 2 -0.0029277818 0.003589614 0.0087540079 0.016876611 0.001238753 -0.009150190
## 3 0.0016419917 0.013774734 0.0094333062 0.029340680 0.002492048 -0.013013291
## 4 -0.0014921984 -0.002816084 0.0072675553 0.008383551 -0.011206854 -0.019759862
## 5 0.0005152194 0.012159327 0.0003195196 0.011986414 -0.006692412 -0.005234180
## 2023-12-06 2023-12-07 2023-12-08 2023-12-11 2023-12-12 2023-12-13
## 1 0.001579760 0.000799785 -0.002288208 0.008571029 0.0040048110 0.01987642
## 2 0.002097757 0.004764350 0.002875607 0.008561079 0.0007725541 0.01887409
## 3 0.004192293 0.011024122 0.012597385 0.005699701 0.0016497693 0.02725922
## 4 -0.017125799 -0.001983393 0.009723704 0.001032998 -0.0146318216 0.01702422
## 5 -0.004489086 0.012717245 0.007657576 0.014488231 0.0050908442 0.01881903
## 2023-12-14 2023-12-15 2023-12-18 2023-12-19 2023-12-20 2023-12-21
## 1 -0.008569012 -0.010024288 0.0032238840 0.004272877 -0.01457884 0.007533945
## 2 0.019069319 -0.005943501 0.0001261158 0.007844810 -0.01542506 0.010940487
## 3 0.038866161 -0.006807036 -0.0055263063 0.013768609 -0.02191195 0.016121614
## 4 0.027978058 -0.005705061 0.0097083502 0.011651029 -0.01030386 0.007142706
## 5 0.017992448 0.003663071 0.0036618057 0.008917078 -0.02079421 0.019979616
## 2023-12-22 2023-12-26 2023-12-27 2023-12-28 2023-12-29
## 1 0.0049199350 0.003653872 0.0021562121 0.0037408821 0.0003147849
## 2 0.0029215051 0.006148092 0.0020505074 0.0016077428 -0.0034996108
## 3 0.0005575042 0.006363371 0.0001581237 0.0033204088 -0.0083677505
## 4 0.0019717807 0.011267399 -0.0047838710 -0.0139312816 -0.0033470154
## 5 0.0029240086 0.008124539 0.0012989840 -0.0006636385 -0.0072406432
## 2024-01-02 2024-01-03 2024-01-04 2024-01-05 2024-01-08
## 1 0.009671733 -0.005884395 -0.0004566787 -2.023042e-04 0.007296334
## 2 -0.004327573 -0.016623694 -0.0003758284 2.039360e-03 0.011587080
## 3 0.001595738 -0.023230558 0.0041799052 1.280033e-02 0.008511283
## 4 0.009780552 0.013984221 -0.0214737420 1.039351e-03 -0.010133216
## 5 -0.021137036 -0.021048469 -0.0032059202 -4.609030e-06 0.027468664
## 2024-01-09 2024-01-10 2024-01-11 2024-01-12 2024-01-16
## 1 -0.001223949 0.0002637219 -4.921962e-03 0.0032925618 -0.004718685
## 2 -0.005344934 0.0043589913 -9.292869e-04 0.0001703423 -0.005521977
## 3 -0.011207293 -0.0005060122 -6.749383e-03 -0.0136593781 -0.009315632
## 4 -0.014718441 -0.0101533181 -5.096485e-05 0.0089944053 -0.023491941
## 5 0.001563267 0.0062996155 2.335450e-03 -0.0041771913 -0.004394322
## 2024-01-17 2024-01-18 2024-01-19 2024-01-22 2024-01-23
## 1 -0.004713091 -0.0007162397 0.001838418 -0.0005335318 0.0042015785
## 2 -0.008746856 0.0077043126 0.007988276 0.0082253064 -0.0038382983
## 3 -0.010433575 0.0035720100 0.014540861 0.0043734960 0.0008734807
## 4 -0.010348963 0.0003983114 0.002614721 0.0044947275 0.0027083486
## 5 -0.008409643 0.0162619567 0.023387016 0.0095786392 0.0036768616
## 2024-01-24 2024-01-25 2024-01-26 2024-01-29 2024-01-30
## 1 -0.0096016161 0.0077619176 0.002318106 0.003557204 0.002347489
## 2 -0.0086277656 0.0124035885 0.000180207 0.005531547 0.002237839
## 3 0.0022993251 0.0126628479 0.001406835 0.006654182 0.001658815
## 4 0.0095258165 0.0169004513 0.006764826 -0.002520475 0.006489203
## 5 -0.0001902923 0.0007801987 -0.007458476 0.015682834 -0.007395647
## 2024-01-31 2024-02-01 2024-02-02 2024-02-05 2024-02-06 2024-02-07
## 1 -0.006702539 1.260844e-02 -0.0073940240 -0.0100153781 0.006298945 0.001182478
## 2 -0.013286469 1.666564e-02 0.0013508898 -0.0107000949 0.007001932 0.004493766
## 3 -0.015014076 3.612195e-03 0.0005941996 -0.0121729387 0.008324324 0.000638543
## 4 -0.021298969 7.386458e-05 -0.0024667246 -0.0057297416 0.004580868 0.003560159
## 5 -0.019149212 1.174078e-02 0.0106484833 0.0002789811 0.006817743 0.015388240
## 2024-02-08 2024-02-09 2024-02-12 2024-02-13 2024-02-14 2024-02-15
## 1 -0.002100412 0.000744064 0.0050263004 -0.01032352 0.003728028 0.008585149
## 2 0.002630044 0.003776532 0.0051869199 -0.01660437 0.011523552 0.011391988
## 3 0.008588810 -0.003813853 0.0137001471 -0.02319747 0.009722093 0.016926621
## 4 0.006057164 -0.009717419 0.0139659900 -0.01268893 -0.001245999 0.028191435
## 5 0.007414699 0.010637376 0.0004937223 -0.02200625 0.022233745 0.010965719
## 2024-02-16 2024-02-20 2024-02-21 2024-02-22 2024-02-23 2024-02-26
## 1 -0.001547739 0.001873547 0.005687410 0.003415290 0.004586213 -0.007907660
## 2 -0.004590048 -0.003451367 0.003958584 0.012462893 0.005212590 -0.003772648
## 3 -0.005456219 -0.002497465 0.001426097 0.008350058 -0.001037878 -0.007396492
## 4 0.004244255 -0.010271482 0.020376781 0.005486774 -0.004271965 0.001506543
## 5 -0.014416974 -0.011717698 -0.009871539 0.032040606 -0.004871210 0.003309133
## 2024-02-27 2024-02-28 2024-02-29 2024-03-01 2024-03-04
## 1 0.003144524 0.0008187431 0.0007365726 0.0003207928 0.004870561
## 2 0.004806374 0.0023914023 0.0059507783 0.0057275405 0.002957992
## 3 0.012809270 0.0004876304 0.0102395006 -0.0010602016 0.004901644
## 4 -0.001193785 -0.0056829578 0.0080701240 0.0116547021 -0.005148328
## 5 0.002214402 -0.0026358121 0.0119128522 0.0228365673 -0.002303393
## 2024-03-05 2024-03-06 2024-03-07 2024-03-08 2024-03-11
## 1 -0.0033041710 0.006207892 0.004574953 0.0029194768 0.0047074853
## 2 -0.0039882467 0.006397498 0.007419809 -0.0025633291 -0.0002477517
## 3 0.0003651316 0.001166410 0.005471209 0.0002101231 0.0029740575
## 4 0.0063983541 0.002545383 0.009131697 0.0020138855 0.0073612088
## 5 -0.0216791870 0.012662178 0.018163391 -0.0111654617 -0.0031112669
## 2024-03-12 2024-03-13 2024-03-14 2024-03-15 2024-03-18
## 1 -0.0007887732 -0.0004873157 -0.007291335 -7.655594e-04 0.002430344
## 2 0.0058259483 0.0030433461 -0.008924594 -6.212729e-04 0.000499227
## 3 -0.0026597181 0.0073231548 -0.016171004 4.992554e-05 0.004305244
## 4 0.0011197276 0.0141382473 0.005132784 3.531016e-03 0.004715922
## 5 0.0116087575 -0.0106539102 -0.009629495 -1.067901e-02 0.007574145
## 2024-03-19 2024-03-20 2024-03-21 2024-03-22 2024-03-25 2024-03-26
## 1 0.005864658 0.0006178296 0.001222191 -0.003164779 -0.002219569 -0.0006189793
## 2 0.008333158 0.0095016636 0.009437416 -0.006480480 -0.003214780 -0.0013197866
## 3 0.003923516 0.0232321032 0.009684759 -0.011659848 -0.002076626 -0.0007270416
## 4 0.012657048 0.0021929152 0.005500704 -0.005274168 0.007876684 -0.0114448463
## 5 0.000618396 0.0142176113 0.013857889 -0.006377570 -0.002362452 -0.0010063216
## 2024-03-27 2024-03-28 2024-04-01 2024-04-02 2024-04-03 2024-04-04
## 1 0.015728282 3.771002e-03 -0.0065450625 -0.006851336 -0.003917891 -0.005667419
## 2 0.015698585 4.160972e-03 -0.0087430887 -0.008642241 0.002645462 -0.012331485
## 3 0.023069849 6.189614e-03 -0.0074993058 -0.014023648 0.006142744 -0.015704476
## 4 0.013724261 1.200819e-02 0.0068458316 0.008594251 0.009908824 -0.000463627
## 5 0.007575563 3.697583e-05 0.0002702839 -0.013499582 0.004571640 -0.015810421
## 2024-04-05 2024-04-08 2024-04-09 2024-04-10 2024-04-11 2024-04-12
## 1 0.003565207 0.001012827 0.0035351214 -0.0122490426 -0.005059239 -0.01096119
## 2 0.008983791 0.001935539 0.0020211780 -0.0179417167 -0.003337874 -0.01289939
## 3 0.005836302 0.007926010 0.0007877359 -0.0256191211 0.001279171 -0.01955547
## 4 0.008084130 -0.009141946 0.0017352281 0.0004408171 -0.001933207 -0.01607708
## 5 0.011008312 0.004869594 0.0099289249 -0.0174485511 0.012151701 -0.02485276
## 2024-04-15 2024-04-16 2024-04-17 2024-04-18 2024-04-19 2024-04-22
## 1 -0.005697973 -0.004465619 0.002887383 0.0042429768 0.009051306 0.004997702
## 2 -0.009117833 -0.005476123 -0.004839726 -0.0024969386 0.001903217 0.007683668
## 3 -0.005503545 -0.010701286 0.002614020 0.0020648206 0.010952973 0.013697016
## 4 -0.011341772 -0.009137599 -0.004688359 -0.0007254201 0.010886983 0.005051071
## 5 -0.019356903 0.001790983 -0.011574398 -0.0101850369 -0.021201850 0.010512784
## 2024-04-23 2024-04-24 2024-04-25 2024-04-26 2024-04-29 2024-04-30
## 1 0.005208073 0.002216193 -0.003652563 -0.0023953982 0.007581901 -0.008197816
## 2 0.009555492 -0.001652363 -0.002600673 0.0012385160 0.006450066 -0.015614342
## 3 0.011428683 0.001372006 -0.008305235 0.0006619636 0.007616524 -0.021646347
## 4 0.004122845 0.003330139 0.005895816 -0.0040309694 0.006608581 -0.031045664
## 5 0.018103320 0.006896378 0.002227928 0.0152733474 0.006091497 -0.017736437
## 2024-05-01 2024-05-02 2024-05-03 2024-05-06 2024-05-07 2024-05-08
## 1 0.001156502 0.002355536 0.004727716 0.002696449 0.007470698 -0.002007960
## 2 -0.002472877 0.006494152 0.007600003 0.008786800 0.003369252 0.002202007
## 3 -0.001115413 0.013498265 0.005256776 0.012202097 -0.004960327 0.002601129
## 4 -0.019899259 0.001095791 0.003740501 0.008809081 0.001110875 -0.003599064
## 5 -0.012252555 0.012792175 0.013949792 0.015853545 -0.002707800 -0.004253638
## 2024-05-09 2024-05-10 2024-05-13 2024-05-14 2024-05-15
## 1 0.0093904970 0.0032235619 -0.0002202323 0.0009538691 0.005468628
## 2 0.0108374936 0.0039516976 -0.0027581127 0.0034881836 0.008369809
## 3 0.0096892990 -0.0002435263 0.0007780912 0.0067987130 0.004193995
## 4 0.0142906436 -0.0073426074 -0.0019383143 0.0040139437 0.001148681
## 5 -0.0008155612 -0.0001279821 0.0018239403 0.0117860149 0.022065068
## 2024-05-16 2024-05-17 2024-05-20 2024-05-21 2024-05-22
## 1 0.004255834 0.0004810056 -0.0040039051 0.0005828409 -0.002532023
## 2 -0.005542171 0.0012865624 -0.0003971085 -0.0017141726 -0.004591173
## 3 -0.004475062 0.0022969376 -0.0028514261 0.0013514073 -0.009190700
## 4 0.002268862 0.0112279888 -0.0004122265 -0.0038708597 -0.014758059
## 5 -0.004648973 0.0006455420 0.0079857229 -0.0027015471 0.005423864
## 2024-05-23 2024-05-24 2024-05-28 2024-05-29 2024-05-30 2024-05-31
## 1 -0.01487865 0.002554695 -0.011064079 -0.009302324 0.005538733 0.018120028
## 2 -0.01142268 0.007695635 -0.009579948 -0.011930758 0.009436310 0.011795785
## 3 -0.01948522 0.011044786 -0.006846392 -0.012405011 0.007866621 0.018123877
## 4 -0.01081716 0.001885263 0.010484129 -0.020840220 0.004885211 0.022083825
## 5 -0.01294493 0.010619515 -0.001870261 -0.010076872 -0.013852644 -0.003430916
## 2024-06-03 2024-06-04 2024-06-05 2024-06-06 2024-06-07
## 1 -0.001213953 0.003669869 -0.002923826 2.893883e-05 -3.735430e-03
## 2 -0.008814432 -0.005365156 0.009236168 -6.041375e-03 -2.383526e-03
## 3 -0.001231464 -0.008771936 0.006791821 -2.861684e-03 8.889299e-05
## 4 -0.024478881 -0.008330544 -0.001456301 4.217976e-03 -4.227399e-03
## 5 -0.002817819 -0.001793022 0.023315192 4.805778e-04 -5.746027e-03
## 2024-06-10 2024-06-11 2024-06-12 2024-06-13 2024-06-14
## 1 -0.0005144484 -0.001661618 -0.003257452 -0.000292176 -0.0008202582
## 2 0.0037300127 -0.003437416 0.009022655 -0.001810777 -0.0090933213
## 3 0.0006823107 -0.016256811 0.010629651 -0.008035420 -0.0140454181
## 4 0.0212809664 0.001144371 -0.008150096 -0.012457977 -0.0103126103
## 5 0.0093916716 0.002345735 0.016571112 -0.002648988 -0.0038538527
## 2024-06-17 2024-06-18 2024-06-20 2024-06-21 2024-06-24 2024-06-25
## 1 0.003349673 0.0008426262 0.004362016 0.001376108 0.006798735 -0.008565002
## 2 0.008773673 0.0047164399 -0.001694037 0.002219211 0.005050851 -0.011694712
## 3 0.009965070 0.0045649071 0.004503566 0.001932186 0.009444494 -0.008970663
## 4 0.005949570 0.0032581160 0.014785832 -0.007569797 0.027649290 0.002162343
## 5 0.009011237 0.0016845338 -0.007578725 0.002434431 -0.010467097 0.006362938
## 2024-06-26 2024-06-27 2024-06-28 2024-07-01 2024-07-02
## 1 -0.003249676 0.0013957144 -0.001213955 -0.0067735555 0.001990439
## 2 -0.003934180 -0.0017036897 -0.001559779 -0.0119341344 0.004486096
## 3 -0.002571652 0.0019267551 0.013124230 -0.0079102294 0.005759416
## 4 -0.009934527 -0.0004047529 0.003818922 -0.0007711142 -0.001228068
## 5 -0.002852556 0.0065027820 -0.003368698 -0.0011053012 0.009691401
## 2024-07-03 2024-07-05 2024-07-08 2024-07-09 2024-07-10 2024-07-11
## 1 -0.0015037847 0.003250187 -0.0003875161 -0.001770945 0.007999164 0.01173725
## 2 0.0007008426 -0.002214249 0.0033171357 -0.003320031 0.011195837 0.01863793
## 3 0.0006769610 -0.009554654 0.0052985240 0.005493775 0.009408632 0.01371232
## 4 0.0043511719 -0.014999441 -0.0037786789 -0.006508637 0.004931853 0.01383371
## 5 0.0056698033 0.006303176 0.0032212633 -0.004542203 0.007696052 -0.00518041
## 2024-07-12 2024-07-15 2024-07-16 2024-07-17 2024-07-18 2024-07-19
## 1 0.007207796 -0.004587989 0.013395214 0.009241524 -0.007942106 -0.005242481
## 2 0.009285295 0.001145134 0.022410153 -0.006897236 -0.006414269 -0.007548129
## 3 0.005967633 0.007269282 0.022043188 -0.005080962 -0.013661116 -0.004461013
## 4 0.004872072 0.015533000 0.004855138 0.006753227 -0.001321600 -0.006197935
## 5 0.010691726 0.002835766 0.012402945 -0.032047129 -0.010582552 -0.008466372
## 2024-07-22 2024-07-23 2024-07-24 2024-07-25 2024-07-26 2024-07-29
## 1 0.004218565 -0.002746615 0.003722482 -0.0007912252 0.013207897 0.003143030
## 2 0.011542581 -0.003785333 -0.017972241 0.0047068240 0.020589473 0.001977293
## 3 0.006411995 0.002389062 -0.019137501 0.0012611560 0.013212135 -0.001175657
## 4 -0.005696719 -0.014952613 -0.005389572 0.0136940231 0.007609455 -0.006525174
## 5 0.018993390 -0.004768077 -0.032308068 -0.0092142308 0.009151811 0.001897592
## 2024-07-30 2024-07-31 2024-08-01 2024-08-02 2024-08-05 2024-08-06
## 1 0.005940839 -0.0019178658 0.009355988 0.004478015 -0.02244795 0.007287743
## 2 0.005637072 0.0064745470 -0.013468897 -0.021357944 -0.02346594 0.012266439
## 3 0.008673727 -0.0003660112 -0.029715630 -0.041181437 -0.02791765 0.015530888
## 4 0.013362895 0.0054436397 -0.023764556 -0.038160136 -0.02375353 0.011935675
## 5 -0.011162709 0.0292654257 -0.032900396 -0.035583562 -0.02216335 0.015295554
## 2024-08-07 2024-08-08 2024-08-09 2024-08-12 2024-08-13
## 1 -0.0031441289 0.009682308 1.674815e-03 -0.0034966333 0.00589420
## 2 -0.0093174885 0.019426096 2.135528e-03 -0.0075460856 0.01539225
## 3 -0.0095582111 0.022257814 5.097083e-03 -0.0097639509 0.01246191
## 4 0.0009812226 0.029119872 -1.596634e-05 0.0095860917 -0.00986810
## 5 -0.0160659046 0.038623236 1.374004e-03 -0.0002668554 0.02526788
## 2024-08-14 2024-08-15 2024-08-16 2024-08-19 2024-08-20 2024-08-21
## 1 0.0050792245 0.002997247 0.0040999515 0.005929413 -0.0004506222 0.003892827
## 2 0.0007043392 0.015046776 0.0008748470 0.005896087 -0.0026551540 0.012189335
## 3 0.0023513624 0.023233259 0.0048894659 0.011932081 -0.0072040316 0.003170354
## 4 0.0033148620 0.012381223 -0.0006129246 0.009091291 -0.0248591931 0.003114308
## 5 0.0003567701 0.029790125 0.0003923917 0.012436677 -0.0073393273 0.010937923
## 2024-08-22 2024-08-23 2024-08-26 2024-08-27 2024-08-28
## 1 -0.0002305110 0.004542691 0.0029042145 1.432239e-03 0.0008263248
## 2 -0.0019352743 0.015523434 -0.0004937858 -2.000820e-03 -0.0026991933
## 3 0.0007812100 0.024151093 -0.0016862411 -2.413304e-05 -0.0018280614
## 4 -0.0003090789 0.017580882 0.0057893584 -7.413189e-03 -0.0040312362
## 5 -0.0187111625 0.015975489 -0.0102532513 3.741624e-03 -0.0138677078
## 2024-08-29 2024-08-30 2024-09-03 2024-09-04 2024-09-05 2024-09-06
## 1 0.0007392919 0.006222290 0.002998332 0.0009396557 -0.004527211 -0.005156579
## 2 0.0039669017 0.009603068 -0.017211787 -0.0015453898 -0.008865083 -0.009184231
## 3 0.0045661310 0.009359984 -0.017339087 -0.0028992183 -0.006436323 -0.018995875
## 4 0.0115480599 0.002489334 -0.028617619 -0.0129189758 -0.007219336 -0.014895980
## 5 0.0056623949 0.011437343 -0.038829634 -0.0004554220 -0.003086164 -0.022919785
## 2024-09-09 2024-09-10 2024-09-11 2024-09-12 2024-09-13 2024-09-16
## 1 0.007659101 0.002301138 -0.004762123 0.0051535192 0.007910678 0.007325355
## 2 0.010228304 0.002413174 0.001718082 0.0076234333 0.010782363 0.006942977
## 3 0.015166827 -0.011766872 0.004217831 0.0081042368 0.013756986 0.010524019
## 4 -0.001660539 -0.012819309 -0.006079137 0.0070432098 0.008607187 0.009940796
## 5 0.016797157 0.006702843 0.020252663 0.0006778509 0.010660550 0.001796880
## 2024-09-17 2024-09-18 2024-09-19 2024-09-20 2024-09-23
## 1 -0.005854152 -0.0032199832 -0.000766839 0.0001082923 0.004812233
## 2 0.004163799 -0.0009518016 0.013394323 -0.0049168891 0.006271959
## 3 0.009387635 0.0008870375 0.020688453 -0.0042788517 0.001453912
## 4 0.016154880 0.0017407340 0.015874059 -0.0045038908 0.012605909
## 5 0.004698078 -0.0038490257 0.025494813 -0.0066522584 0.003797366
## 2024-09-24 2024-09-25 2024-09-26 2024-09-27 2024-09-30
## 1 -0.002499502 -0.005144148 0.002308284 0.005084851 0.003782791
## 2 0.004045022 -0.005980453 0.011602404 0.001859926 0.002322366
## 3 0.004501511 -0.009661635 0.017990110 0.005414404 -0.002536516
## 4 -0.002020686 -0.016935239 -0.020598021 0.019271808 0.004721727
## 5 0.003845028 -0.005024829 0.015003974 -0.001558382 -0.001484278
## 2024-10-01 2024-10-02 2024-10-03 2024-10-04 2024-10-07
## 1 -0.0007852728 -0.0053093866 -0.006573100 0.001592232 -0.0109954660
## 2 -0.0048600341 -0.0021909173 -0.006022832 0.004110885 -0.0084071828
## 3 -0.0101950161 0.0003085454 -0.004807709 0.022779239 -0.0036896888
## 4 0.0213154540 0.0105899430 0.021960918 0.008667530 0.0003309571
## 5 -0.0191395597 0.0060093902 -0.003823635 0.012526505 -0.0076347072
## 2024-10-08 2024-10-09 2024-10-10 2024-10-11 2024-10-14 2024-10-15
## 1 0.005445577 0.004548861 -0.004808211 0.006759761 0.006778118 0.0016006110
## 2 0.003080049 0.005622940 -0.004807992 0.011445030 0.008051670 -0.0005216932
## 3 -0.001431625 0.013707829 -0.003626938 0.016095601 0.005498817 0.0023552909
## 4 -0.023541185 0.005748435 0.010549509 0.008481828 -0.004598654 -0.0312559297
## 5 0.011074533 0.009227994 -0.004429176 0.009309554 0.008157457 -0.0185785917
## 2024-10-16 2024-10-17 2024-10-18 2024-10-21 2024-10-22
## 1 0.006016877 -0.003881961 0.002208214 -0.008081237 -0.0015317900
## 2 0.007506185 -0.002164469 0.004365108 -0.010483425 -0.0105493184
## 3 0.014086744 0.001236848 0.001137936 -0.011884829 0.0003932319
## 4 0.004569089 0.005855061 -0.004041006 -0.002985276 0.0020912670
## 5 -0.001214999 -0.001096193 0.006237264 -0.003095980 -0.0034764630
## 2024-10-23 2024-10-24 2024-10-25 2024-10-28 2024-10-29
## 1 0.0007470081 -0.002607841 -0.007318528 0.001284660 -0.006706445
## 2 -0.0017395206 -0.001637808 -0.007481456 0.008069753 -0.004787309
## 3 -0.0051922120 0.002131324 -0.006273461 0.015958422 -0.003067642
## 4 -0.0056490558 0.001236078 0.002351160 -0.009125497 -0.012939383
## 5 -0.0135748308 0.008869684 0.007357636 0.002384172 0.011863078
## 2024-10-30 2024-10-31 2024-11-01 2024-11-04 2024-11-05
## 1 -0.0001324700 -0.004587107 -0.0010407576 6.136672e-04 0.009521228
## 2 0.0009553745 -0.010798220 -0.0007015335 2.492194e-03 0.014575479
## 3 0.0023827578 -0.016653851 0.0003921865 -2.254726e-03 0.011878330
## 4 0.0071274730 0.003042690 -0.0084077332 1.944728e-02 0.009380163
## 5 -0.0123707232 -0.022415285 0.0101190390 -6.490858e-06 0.015696673
## 2024-11-06 2024-11-07 2024-11-08 2024-11-11 2024-11-12 2024-11-13
## 1 0.003435313 0.000133984 0.008354700 0.001210826 -0.005347393 0.0013661745
## 2 0.020174978 0.002240939 0.003588276 0.004245522 -0.009406671 0.0020462335
## 3 0.060242052 -0.007266177 0.001870976 0.015188003 -0.008277561 0.0008613376
## 4 0.042138538 -0.006592444 0.005298062 0.013325342 -0.008423943 0.0047138232
## 5 0.026805237 0.014510574 0.003190462 0.001473702 -0.006873146 -0.0061356563
## 2024-11-14 2024-11-15 2024-11-18 2024-11-19 2024-11-20 2024-11-21
## 1 -0.010180612 -0.005009024 0.005232794 -0.002501753 0.004938680 0.01044119
## 2 -0.007608342 -0.007138236 0.003107669 -0.003854631 0.002221233 0.01368428
## 3 -0.001480666 -0.003646768 0.001126948 -0.003284695 0.001820500 0.01296950
## 4 0.002667644 -0.000586561 0.014630968 -0.003647376 0.011851685 0.01203565
## 5 -0.008398253 -0.021990872 0.009568515 0.003838048 0.002150928 0.01706122
## 2024-11-22 2024-11-25 2024-11-26 2024-11-27 2024-11-29 2024-12-02
## 1 0.004350621 0.005869709 0.004172990 3.760002e-03 0.0003132813 -0.006015413
## 2 0.009712422 0.014428391 -0.001230331 -1.297112e-03 0.0027707769 -0.003530457
## 3 0.011088340 0.013633341 -0.004914035 -2.395904e-05 0.0040918093 -0.003698858
## 4 0.007642266 -0.020965541 -0.002738661 1.306244e-03 0.0051151708 -0.010366125
## 5 0.011550920 0.015171184 -0.003873619 -9.881333e-03 0.0063440785 0.013971608
## 2024-12-03 2024-12-04 2024-12-05 2024-12-06 2024-12-09
## 1 -0.005054383 -0.0020994961 -0.002253466 -5.675762e-03 -2.861675e-03
## 2 -0.004520320 -0.0012506003 -0.006139087 -4.808767e-05 -3.295210e-03
## 3 -0.006723990 0.0009101564 -0.000211212 1.281781e-03 -8.655065e-03
## 4 0.002914812 -0.0250539667 -0.003121305 -1.709040e-02 9.857386e-04
## 5 -0.001576600 0.0111759132 -0.013855986 1.150308e-02 4.207235e-05
## 2024-12-10 2024-12-11 2024-12-12 2024-12-13 2024-12-16
## 1 -0.002877470 -6.164927e-03 -0.0009888365 -0.002519065 -0.007448424
## 2 -0.007830328 4.043625e-05 -0.0043410612 -0.004440864 -0.003962096
## 3 -0.003579519 9.335794e-04 -0.0031115632 -0.003900873 -0.002280981
## 4 -0.008521642 6.455321e-03 -0.0061370459 -0.004719900 -0.022828602
## 5 -0.010905337 1.358124e-02 -0.0065088962 -0.003518534 0.008460383
## 2024-12-17 2024-12-18 2024-12-19 2024-12-20 2024-12-23 2024-12-24
## 1 -0.004130646 -0.01909183 -0.003242478 0.01096845 9.632158e-04 0.005538194
## 2 -0.008273144 -0.02914525 -0.007642655 0.01286057 -5.813075e-05 0.007776179
## 3 -0.009816379 -0.03929955 0.003378578 0.02009012 9.369767e-04 0.009838256
## 4 -0.009701024 -0.03211981 -0.009864239 0.01232671 8.410514e-03 0.010616334
## 5 -0.007054737 -0.03978373 -0.004613553 0.01613626 6.786865e-03 0.010982969
## 2024-12-26 2024-12-27 2024-12-30 2024-12-31 2025-01-02 2025-01-03
## 1 0.001003828 -0.004109616 -0.009513788 0.002850253 -0.0024393478 0.005256689
## 2 0.001850681 -0.008110847 -0.010111441 0.001758913 -0.0055660365 0.009246430
## 3 0.002478365 -0.009248434 -0.008635154 0.001059430 -0.0058650384 0.008276857
## 4 -0.002185735 -0.000356375 0.004706955 0.012563167 0.0160334304 0.012352715
## 5 -0.001325507 -0.011698303 -0.014607086 -0.004829837 0.0002131377 0.019562500
## 2025-01-06 2025-01-07 2025-01-08 2025-01-10 2025-01-13
## 1 -0.0081629999 -0.0005026353 0.004864895 -0.018005102 0.007972034
## 2 0.0001632639 -0.0031629221 0.001961741 -0.011490070 0.010977726
## 3 0.0037632730 -0.0064245385 -0.001632924 -0.017598536 0.010390606
## 4 -0.0018219712 0.0089267178 0.003026071 0.005695931 0.027851467
## 5 0.0127623451 -0.0117830116 -0.003475164 -0.020188695 -0.005153267
## 2025-01-14 2025-01-15 2025-01-16 2025-01-17 2025-01-21 2025-01-22
## 1 0.003524966 0.002716345 0.0117749568 0.001531817 0.010254657 -0.008384115
## 2 0.010913373 0.009179532 0.0095707918 0.003149437 0.016102179 -0.002030528
## 3 0.013806845 0.017197137 0.0008326247 0.009835077 0.012233923 -0.008509476
## 4 0.010936519 0.015862418 0.0085475835 0.005230060 -0.006476619 -0.014347991
## 5 0.003632489 0.018034452 0.0013855040 0.011717661 0.011673569 0.011150613
## 2025-01-23 2025-01-24 2025-01-27 2025-01-28 2025-01-29
## 1 0.002799957 0.0035048417 0.016683903 -0.0114089718 -0.0045520666
## 2 0.005600451 -0.0001022039 -0.001664314 -0.0055856122 -0.0026822538
## 3 0.007636893 -0.0008123928 0.004847772 -0.0001048871 0.0001557221
## 4 0.006452140 -0.0127044042 -0.020009125 -0.0043986962 0.0029806126
## 5 0.005090546 -0.0073880816 -0.021990319 0.0091613837 -0.0069579930
## 2025-01-30 2025-01-31 2025-02-03 2025-02-04 2025-02-05
## 1 0.010270277 -0.004530599 0.001740126 -0.0044198431 7.157975e-03
## 2 0.012528821 -0.008156176 -0.010428850 0.0008057567 4.957306e-03
## 3 0.009862320 -0.008759767 -0.014316960 0.0050002614 3.821493e-03
## 4 0.004186822 -0.023540294 0.004367914 0.0209761385 -7.431676e-05
## 5 0.008117513 -0.005134406 -0.010507144 0.0071421065 5.609580e-03
## 2025-02-06 2025-02-07 2025-02-10 2025-02-11 2025-02-12
## 1 -2.632359e-03 -0.002207445 0.002953041 2.879494e-03 -0.0028543416
## 2 -1.312713e-03 -0.008339723 0.004446075 -7.788525e-05 -0.0096256837
## 3 1.018825e-02 -0.003131126 -0.011709127 4.401146e-04 -0.0010628751
## 4 -2.515205e-02 -0.001777026 0.026944795 4.735119e-03 -0.0255620087
## 5 2.039731e-05 -0.007337219 0.008858178 -9.218160e-03 -0.0009521106
## 2025-02-13 2025-02-14 2025-02-18 2025-02-19 2025-02-20 2025-02-21
## 1 0.006650379 -0.0069573021 0.002766740 0.0065377013 0.003993648 0.001317923
## 2 0.008748523 -0.0005419984 0.007824326 -0.0002107375 -0.003073130 -0.017395270
## 3 0.009258310 0.0070403884 0.007605078 0.0001593535 -0.012014427 -0.024647303
## 4 0.008689854 0.0064414109 0.014346136 0.0100914183 0.003166037 -0.026134839
## 5 0.011620245 0.0036984379 0.015163694 -0.0004978476 -0.010925703 -0.027431238
## 2025-02-24 2025-02-25 2025-02-26 2025-02-27 2025-02-28
## 1 0.0062701269 0.008429989 -0.010072383 -0.0008439902 0.011988922
## 2 0.0008851344 0.006609543 -0.002196622 -0.0077235424 0.008954163
## 3 0.0029987454 -0.005970816 0.002526831 -0.0056461322 0.015759725
## 4 -0.0035017308 -0.014720339 -0.005220129 -0.0004001363 0.016141153
## 5 -0.0110641440 -0.014605038 0.015227382 -0.0347604531 0.009196857
## 2025-03-03 2025-03-04 2025-03-05 2025-03-06 2025-03-07 2025-03-10
## 1 0.005384437 -0.01234999 0.004992899 -0.002074885 0.012566465 -0.0005319167
## 2 -0.014408108 -0.01834338 0.013110940 -0.008663044 0.008795847 -0.0139833683
## 3 -0.020362057 -0.03205476 0.014369325 -0.023616243 -0.003211469 -0.0313729326
## 4 -0.036377498 -0.01130679 -0.009811038 -0.002449050 0.016767918 0.0001236280
## 5 -0.025809784 -0.00484193 0.016929932 -0.030069113 0.011801011 -0.0376793950
## 2025-03-11 2025-03-12 2025-03-13 2025-03-14 2025-03-17 2025-03-18
## 1 -0.015960966 -0.012636218 0.0006445609 0.01000420 0.01268229 -0.002937202
## 2 -0.016551290 -0.006130007 -0.0146764856 0.01975624 0.01349589 -0.005645222
## 3 -0.009698612 0.002194748 -0.0186502547 0.02918084 0.01203462 -0.006054581
## 4 -0.001031743 0.008400377 -0.0107287026 0.02922592 0.01800770 0.002392661
## 5 -0.003972389 0.013122943 -0.0218197703 0.03108219 0.01597874 -0.014308539
## 2025-03-19 2025-03-20 2025-03-21 2025-03-24 2025-03-25 2025-03-26
## 1 0.0003723425 -0.001309473 -0.004570819 0.005106592 -0.0062017052 0.008441393
## 2 0.0068817047 -0.006043426 -0.007592349 0.018983140 -0.0023580823 -0.001938576
## 3 0.0190758242 -0.002843178 -0.002453525 0.024392237 0.0004564643 -0.006129700
## 4 0.0169195918 0.002440971 -0.010261351 0.015238952 0.0021240675 0.001696199
## 5 0.0130946671 -0.007305756 0.001526114 0.024655784 0.0009105577 -0.021241060
## 2025-03-27 2025-03-28 2025-03-31 2025-04-01 2025-04-02 2025-04-03
## 1 0.005982589 -0.002830279 0.011107473 -0.001814512 0.002429259 -0.004210893
## 2 -0.002879620 -0.017408323 0.008701293 0.002848899 0.011447544 -0.059202956
## 3 -0.013263503 -0.026036262 0.008775540 -0.001637580 0.016858271 -0.091177058
## 4 -0.009064224 -0.007255812 0.010063589 0.007636331 0.004288913 -0.088293333
## 5 -0.009967478 -0.030195053 -0.002879614 0.004838401 0.013158499 -0.073363494
## 2025-04-04 2025-04-07 2025-04-08 2025-04-09 2025-04-10
## 1 -0.05228311 -0.014378851 -0.01259082 0.04149316 -0.009112825
## 2 -0.05063823 -0.011792639 -0.02063320 0.08570288 -0.035468237
## 3 -0.05888459 -0.002056950 -0.02064606 0.11502434 -0.053843900
## 4 -0.09825069 -0.002952103 -0.03113096 0.09500725 -0.064019255
## 5 -0.06254041 0.012967723 -0.02892367 0.13451875 -0.057926808
##
## Clustering vector:
## [1] 2 5 1 5 1 2 2 5 5 1 1 5 1 1 2 2 3 2 1 1 3 5 1 2 5 2 5 2 1 3 1 5 5 5 1 2 4
## [38] 2 2 2 3 2 1 2 5 2 1 5 3 1 3 3 1 1 2 1 3 1 2 1 2 3 4 2 2 1 1 1 1 1 5 3 3 1
## [75] 1 2 2 1 1 2 1 3 5 2 2 4 3 1 1 1 1 2 1 1 1 1 5 2 1 1 1 3 1 4 1 1 2 1 2 1 5
## [112] 5 5 1 5 2 2 4 2 2 1 4 3 1 3 5 5 2 2 5 5 3 1 1 2 1 2 1 1 2 2 2 1 3 1 1 1 4
## [149] 5 1 1 2 1 2 2 1 2 1 2 2 5 4 5 1 2 4 1 1 2 2 1 1 1 1 1 2 3 1 3 4 2 3 1 2 1
## [186] 2 2 5 2 3 2 2 3 5 5 2 1 5 3 1 1 1 1 1 2 2 3 5 5 5 2 2 2 3 2 4 2 3 2 2 4 2
## [223] 1 3 1 2 3 2 1 2 3 1 2 1 3 1 1 5 2 2 1 5 5 1 2 3 2 2 2 5 2 2 3 2 2 2 2 1 1
## [260] 1 3 1 1 3 5 1 3 5 5 1 4 2 1 1 1 2 1 2 1 1 2 2 2 1 1 1 2 5 5 3 3 2 3 3 2 1
## [297] 3 2 1 5 1 2 1 1 3 5 3 3 1 1 2 1 2 1 1 1 4 4 5 1 5 3 5 5 1 3 5 2 5 3 1 2 1
## [334] 1 5 1 2 1 5 2 2 2 3 2 5 2 2 2 5 1 2 4 2 5 2 1 2 4 5 3 5 2 2 1 1 1 1 3 1 1
## [371] 2 2 2 2 5 1 3 2 1 5 2 2 1 3 1 4 5 2 5 5 3 3 1 3 3 3 1 2 1 1 2 1 2 2 1 2 3
## [408] 2 1 4 5 2 5 1 1 3 1 1 1 2 3 2 1 1 2 5 3 2 2 1 1 2 2 5 2 5 3 2 2 1 1 1 4 3
## [445] 4 5 2 1 1 5 1 2 5 5 3 5 3 5 2 2 2 1 2 2 3 3 2 2 4 1 2 1 1 1 2 2 2 1 2 2 2
## [482] 3 5 5 1 2 3 1 4 1 1 2 1 1 2 3 1 4 2 1 2 5 1
##
## Within cluster sum of squares by cluster:
## [1] 41.21324 45.66516 27.45052 8.18670 44.83114
## (between_SS / total_SS = 18.7 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"5 Reduce Dimensions Using UMAP
umap_results <- stock_date_matrix_tbl %>%
select(-symbol) %>%
umap()
umap_results_tbl <- umap_results$layout %>%
as.tibble() %>%
bind_cols(stock_date_matrix_tbl %>% select(symbol))
umap_results_tbl## # A tibble: 503 × 3
## V1 V2 symbol
## <dbl> <dbl> <chr>
## 1 2.81 1.47 A
## 2 3.32 -0.144 AAPL
## 3 0.835 2.32 ABBV
## 4 2.52 -0.879 ABNB
## 5 1.50 1.86 ABT
## 6 -1.10 -0.823 ACGL
## 7 2.14 0.154 ACN
## 8 3.19 -0.322 ADBE
## 9 3.14 -1.76 ADI
## 10 -0.965 -0.544 ADM
## # ℹ 493 more rowsumap_results_tbl %>%
ggplot(aes(V1, V2)) +
geom_point()
6 Visualize Clusters by Adding k-means results
kmeans_umap_tbl <- final_cluster %>%
augment(stock_date_matrix_tbl) %>%
select(symbol, .cluster) %>%
left_join(umap_results_tbl) %>%
left_join(sp500_index_tbl %>% select(symbol, company, sector))
kmeans_umap_tbl## # A tibble: 503 × 6
## symbol .cluster V1 V2 company sector
## <chr> <fct> <dbl> <dbl> <chr> <chr>
## 1 A 2 2.81 1.47 AGILENT TECHNOLOGIES INC -
## 2 AAPL 5 3.32 -0.144 APPLE INC -
## 3 ABBV 1 0.835 2.32 ABBVIE INC -
## 4 ABNB 5 2.52 -0.879 AIRBNB INC CLASS A -
## 5 ABT 1 1.50 1.86 ABBOTT LABORATORIES -
## 6 ACGL 2 -1.10 -0.823 ARCH CAPITAL GROUP LTD -
## 7 ACN 2 2.14 0.154 ACCENTURE PLC CL A -
## 8 ADBE 5 3.19 -0.322 ADOBE INC -
## 9 ADI 5 3.14 -1.76 ANALOG DEVICES INC -
## 10 ADM 1 -0.965 -0.544 ARCHER DANIELS MIDLAND CO -
## # ℹ 493 more rowsg <- kmeans_umap_tbl %>%
mutate(text_label = str_glue("Symbol: {symbol}
Cluster: {.cluster}
Company: {company}
Sector: {sector}")) %>%
ggplot(aes(V1, V2, color = .cluster, text = text_label)) +
geom_point()
g %>% ggplotly(tooltip = "text")