Stock Market Using R , QUANT TRADING BEGINNING
Arko Singh
7/29/2021
INTRODUCTION
Hi so you went to stock market for fist time or you are just worried you are losing your hard earned money ? Dont worry spidey got you , i am going to post thesis , since i want you to be my long term friend and future customer , so your friendly neighbouhood Spidey , thats me , will produce these kind of studies so that we both can grow and i can also learn fom you and apply better strategies because i believe in getting feedback and improving will make me a stronger like spiderman otherwise i dont want to be like Tom holland , who relly got a lot of beating in Avengers , So like his suit got updated and he is Strong in Avengers 3 with his experience . I also want a chance to update my suit and become a Strong Data Analytics Professional,
Note : we are not providing any tips on investment , we are using these live data till 25th july,2021. in order for educational purpose only and to showcase my skill in Rprogramming using Rstudio , to study the Financial models we made using R. Furthermore if you copy these and trade these strategies and do any kind of investment then i am not held responsible , It is fully you to be held responsible if you copy these or use my thesis project for trading or any kind of investment.
source data - NSE.com ( Yahoo Finance) https://in.finance.yahoo.com/quote/ASIANPAINT.NS?p=ASIANPAINT.NS
<https://in.finance.yahoo.com/quote/BANARBEADS.NS?p=BANARBEADS.NS&.tsrc=fin-srch>
I tried to make the thesis to be as close to real as possible so i used LIVE NSE DATA OF BOTH STOCK FROM YAHOO FINANCE. Thats why didnt took Tesla , Google etc otherwise it would be a common stock not much challenging and second reason Since i have much more better Idea about Indian Stock market than US.
Reason for choosing this stock –
I choose a High risky stock “Banaras bead” not so good market capture woth , a medium scale company , since in past with VISA STEEL I made 300% return and With GTL infra made 145 % using detailed strategies , show provide a glimpse here for full detail visit https://www.instagram.com/arko_singh/?hl=en and we choose Asianpaint a large scale company ( instead of AdaniGreen which i made good return within 3 week time tenure)
NOTE : ALL THE PROOF OF RETURNS MADE ARE DIRECTLY AVAILABLE SINCE I INVESTED THROUGH ZERODHA FOR STOCK TRADING. NOT ONLY THESE 3 BUT I ALSO DID TRADING IN FEW STOCKS IN PAST AND IN Y WATCHLIST NAMELY hindustan copper ( since Tesla is opening in India , will provide you detail study on how co-relation or sell of copper increases sell of wire copper to use in cars etc) , Jubilant, jindalsteel , SBILife ,Dr.lal path labs, HDFC , TCS , DR,reddy labs , PageIndustries(jokey) , HUL , ITC and for more details on my watchlist for both NYSE AND NSE STOCKS visit https://www.instagram.com/arko_singh/?hl=en or my linkdn profile - https://in.linkedin.com/in/arko-singh-2b658917b
Introduction
Stock and investments analysis is a theme that can be deeply explored in programming. This includes R language. We will be using live stock market data of ASIANPAINTS & BanarasBeads for our thesis. In this post, we’ll do a brief introduction to the subject using the packages quantmod and ggplot2.
1) ASK
so we will be looking at some trends with moving average and few other methods of stocks Asian paints and Banaras Beads, also will use ARIMA MODEL FOR PEDICTION. Also to showcase how Rstudio or programming language R is much better and faster than excel and also for handle large datasets which can get easily hang on excel (If the size is above 50,000KB) but Rstudio can handle any amount of Datasets and works like Flash.
2) PREPARE
I have loaded directly data from yahoo finance , also had a option to download CSV FILE from NSE.com but instead directly i did webscrapping and loaded data directly using R packages.
So lets first load the data.
#Preparing Enviroment for Analysis.
install.packages("quantmod", repos = "http://cran.us.r-project.org") # for quant finance## Installing package into 'C:/Users/user/Documents/R/win-library/4.1'
## (as 'lib' is unspecified)## package 'quantmod' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\user\AppData\Local\Temp\RtmpmoKVIE\downloaded_packagesinstall.packages("ggplot2", repos = "http://cran.us.r-project.org") # for data vizualization## Installing package into 'C:/Users/user/Documents/R/win-library/4.1'
## (as 'lib' is unspecified)## package 'ggplot2' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\user\AppData\Local\Temp\RtmpmoKVIE\downloaded_packageslibrary(quantmod)## Loading required package: xts## Loading required package: zoo##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric## Loading required package: TTR## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoolibrary(ggplot2)install.packages('plyr', repos = "http://cran.us.r-project.org")## Installing package into 'C:/Users/user/Documents/R/win-library/4.1'
## (as 'lib' is unspecified)## package 'plyr' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\user\AppData\Local\Temp\RtmpmoKVIE\downloaded_packagesinstall.packages('dplyr', repos = "http://cran.us.r-project.org")## Installing package into 'C:/Users/user/Documents/R/win-library/4.1'
## (as 'lib' is unspecified)## package 'dplyr' successfully unpacked and MD5 sums checked## Warning: cannot remove prior installation of package 'dplyr'## Warning in file.copy(savedcopy, lib, recursive = TRUE): problem copying C:
## \Users\user\Documents\R\win-library\4.1\00LOCK\dplyr\libs\x64\dplyr.dll to C:
## \Users\user\Documents\R\win-library\4.1\dplyr\libs\x64\dplyr.dll: Permission
## denied## Warning: restored 'dplyr'##
## The downloaded binary packages are in
## C:\Users\user\AppData\Local\Temp\RtmpmoKVIE\downloaded_packageslibrary(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:xts':
##
## first, last## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(plyr) # A package for arrange, count, desc, failwith, id, mutate, rename, summarise, summarize## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizeinstall.packages("curl", repos = "http://cran.us.r-project.org")## Installing package into 'C:/Users/user/Documents/R/win-library/4.1'
## (as 'lib' is unspecified)## package 'curl' successfully unpacked and MD5 sums checked## Warning: cannot remove prior installation of package 'curl'## Warning in file.copy(savedcopy, lib, recursive = TRUE): problem copying C:
## \Users\user\Documents\R\win-library\4.1\00LOCK\curl\libs\x64\curl.dll to C:
## \Users\user\Documents\R\win-library\4.1\curl\libs\x64\curl.dll: Permission
## denied## Warning: restored 'curl'##
## The downloaded binary packages are in
## C:\Users\user\AppData\Local\Temp\RtmpmoKVIE\downloaded_packageslibrary(curl)## Using libcurl 7.64.1 with Schannelimporting lLIVE stock market data sets and transforming to data.frames.
library(quantmod)
data <- getSymbols("ASIANPAINT.NS",src = "yahoo", from = "2020-01-01",
to = "2021-07-25" , auto.assign = FALSE)## 'getSymbols' currently uses auto.assign=TRUE by default, but will
## use auto.assign=FALSE in 0.5-0. You will still be able to use
## 'loadSymbols' to automatically load data. getOption("getSymbols.env")
## and getOption("getSymbols.auto.assign") will still be checked for
## alternate defaults.
##
## This message is shown once per session and may be disabled by setting
## options("getSymbols.warning4.0"=FALSE). See ?getSymbols for details.## Warning: ASIANPAINT.NS contains missing values. Some functions will not work
## if objects contain missing values in the middle of the series. Consider using
## na.omit(), na.approx(), na.fill(), etc to remove or replace them.data## ASIANPAINT.NS.Open ASIANPAINT.NS.High ASIANPAINT.NS.Low
## 2020-01-01 1790.20 1802.55 1783.20
## 2020-01-02 1791.00 1799.90 1783.40
## 2020-01-03 1779.80 1779.80 1747.05
## 2020-01-06 1737.95 1738.00 1694.00
## 2020-01-07 1711.00 1740.50 1711.00
## 2020-01-08 1696.00 1736.00 1695.00
## 2020-01-09 1763.00 1775.00 1741.00
## 2020-01-10 1772.00 1797.30 1760.00
## 2020-01-13 1799.00 1807.95 1794.35
## 2020-01-14 1805.00 1821.65 1804.80
## 2020-01-15 1817.50 1845.00 1810.10
## 2020-01-16 1835.95 1848.00 1828.75
## 2020-01-17 1835.60 1838.90 1815.00
## 2020-01-20 1838.00 1862.25 1833.60
## 2020-01-21 1839.95 1842.55 1793.85
## 2020-01-22 1815.00 1818.70 1766.85
## 2020-01-23 1779.00 1789.00 1757.10
## 2020-01-24 1783.65 1799.90 1780.25
## 2020-01-27 1787.00 1805.75 1780.00
## 2020-01-28 1794.00 1794.00 1773.00
## 2020-01-29 1787.00 1803.85 1781.00
## 2020-01-30 1800.00 1808.90 1786.00
## 2020-01-31 1810.00 1824.00 1788.70
## 2020-02-03 1768.80 1872.90 1765.00
## 2020-02-04 1870.00 1896.75 1855.05
## 2020-02-05 1889.00 1890.00 1866.15
## 2020-02-06 1878.00 1882.40 1845.00
## 2020-02-07 1856.80 1876.50 1850.60
## 2020-02-10 1867.00 1872.75 1837.20
## 2020-02-11 1880.00 1894.50 1872.75
## 2020-02-12 1880.00 1916.70 1878.20
## 2020-02-13 1889.00 1901.95 1868.05
## 2020-02-14 1876.50 1899.65 1870.00
## 2020-02-17 1879.90 1893.50 1870.60
## 2020-02-18 1879.90 1879.90 1861.00
## 2020-02-19 1870.10 1892.75 1851.35
## 2020-02-20 1883.00 1886.00 1839.05
## 2020-02-24 1845.25 1853.00 1814.00
## 2020-02-25 1838.40 1843.55 1820.20
## 2020-02-26 1826.00 1845.00 1820.00
## 2020-02-27 1829.85 1852.00 1810.45
## 2020-02-28 1820.00 1842.10 1783.15
## 2020-03-02 1815.10 1837.45 1769.25
## 2020-03-03 1780.05 1818.00 1767.00
## 2020-03-04 1804.05 1857.45 1804.05
## 2020-03-05 1854.00 1882.00 1852.10
## 2020-03-06 1840.00 1884.40 1835.00
## 2020-03-09 1888.00 1915.90 1848.00
## 2020-03-11 1874.95 1905.00 1851.50
## 2020-03-12 1864.95 1874.80 1815.00
## 2020-03-13 1785.00 1843.75 1669.85
## 2020-03-16 1777.00 1777.00 1678.15
## 2020-03-17 1699.00 1779.80 1670.00
## 2020-03-18 1732.00 1758.55 1608.00
## 2020-03-19 1540.00 1653.95 1431.20
## 2020-03-20 1610.00 1757.40 1570.55
## 2020-03-23 1578.60 1650.00 1490.75
## 2020-03-24 1556.55 1598.00 1453.25
## 2020-03-25 1446.55 1605.35 1446.00
## 2020-03-26 1605.00 1650.00 1574.00
## 2020-03-27 1664.80 1665.25 1550.20
## 2020-03-30 1591.15 1619.50 1559.05
## 2020-03-31 1625.00 1690.00 1601.80
## 2020-04-01 1650.05 1655.00 1584.25
## 2020-04-03 1615.10 1616.00 1517.25
## 2020-04-07 1540.00 1635.00 1538.00
## 2020-04-08 1623.80 1687.80 1600.00
## 2020-04-09 1640.00 1678.90 1618.95
## 2020-04-13 1646.00 1703.65 1602.85
## 2020-04-15 1703.65 1736.75 1683.80
## 2020-04-16 1691.00 1752.30 1684.75
## 2020-04-17 1763.00 1783.70 1727.10
## 2020-04-20 1758.25 1758.65 1705.65
## 2020-04-21 1710.00 1753.95 1700.00
## 2020-04-22 1717.10 1822.00 1712.25
## 2020-04-23 1807.00 1845.40 1801.05
## 2020-04-24 1815.05 1842.80 1814.00
## 2020-04-27 1840.00 1859.80 1818.10
## 2020-04-28 1847.20 1864.00 1806.30
## 2020-04-29 1846.90 1847.00 1755.90
## 2020-04-30 1795.00 1797.00 1741.00
## 2020-05-04 1718.00 1751.00 1671.50
## 2020-05-05 1681.00 1692.90 1578.25
## 2020-05-06 1615.00 1638.70 1577.00
## 2020-05-07 1609.95 1628.70 1545.20
## 2020-05-08 1611.80 1638.00 1570.00
## 2020-05-11 1583.00 1599.00 1555.00
## 2020-05-12 1539.00 1543.75 1512.00
## 2020-05-13 1579.80 1579.80 1533.35
## 2020-05-14 1553.30 1557.60 1517.00
## 2020-05-15 1529.00 1560.00 1510.00
## 2020-05-18 1558.00 1558.55 1498.10
## 2020-05-19 1510.00 1516.95 1482.95
## 2020-05-20 1503.95 1514.00 1492.65
## 2020-05-21 1503.00 1583.50 1501.00
## 2020-05-22 1568.80 1625.00 1555.40
## 2020-05-26 1625.00 1656.95 1620.00
## 2020-05-27 1631.00 1636.85 1595.95
## 2020-05-28 1622.00 1656.95 1615.25
## 2020-05-29 1639.00 1699.00 1633.10
## 2020-06-01 1706.50 1711.90 1681.50
## 2020-06-02 1693.25 1733.00 1680.00
## 2020-06-03 1724.00 1744.00 1705.85
## 2020-06-04 1716.45 1719.60 1627.00
## 2020-06-05 1650.00 1659.35 1621.00
## 2020-06-08 1657.00 1666.00 1629.00
## 2020-06-09 1640.00 1695.00 1636.75
## 2020-06-10 1648.00 1675.10 1627.90
## 2020-06-11 1635.95 1646.00 1607.00
## 2020-06-12 1580.00 1642.95 1577.50
## 2020-06-15 1629.00 1650.65 1602.10
## 2020-06-16 1639.00 1640.25 1607.65
## 2020-06-17 1607.55 1622.65 1590.40
## 2020-06-18 1595.40 1612.20 1587.30
## 2020-06-19 1597.80 1630.00 1591.05
## 2020-06-22 1633.00 1673.50 1624.00
## 2020-06-23 1659.85 1689.00 1641.00
## 2020-06-24 1684.00 1813.75 1684.00
## 2020-06-25 1740.00 1747.00 1683.15
## 2020-06-26 1710.00 1710.35 1670.70
## 2020-06-29 1687.00 1708.45 1674.05
## 2020-06-30 1708.90 1718.00 1681.65
## 2020-07-01 1698.00 1698.00 1680.05
## 2020-07-02 1700.00 1704.00 1660.10
## 2020-07-03 1695.40 1720.00 1690.00
## 2020-07-06 1708.95 1712.00 1692.15
## 2020-07-07 1708.95 1749.90 1705.85
## 2020-07-08 1750.00 1761.80 1680.05
## 2020-07-09 1694.00 1722.00 1692.10
## 2020-07-10 1707.95 1711.00 1695.20
## 2020-07-13 1708.00 1732.90 1700.00
## 2020-07-14 1705.65 1718.00 1682.10
## 2020-07-15 1700.00 1713.60 1663.30
## 2020-07-16 1679.80 1697.10 1645.10
## 2020-07-17 1695.00 1742.50 1689.75
## 2020-07-20 1727.00 1757.35 1720.25
## 2020-07-21 1761.00 1771.75 1719.00
## 2020-07-22 1724.25 1736.40 1691.00
## 2020-07-23 1690.00 1740.00 1687.00
## 2020-07-24 1724.00 1727.00 1682.00
## 2020-07-27 1717.20 1788.00 1717.20
## 2020-07-28 1779.00 1792.65 1751.05
## 2020-07-29 1770.00 1779.90 1730.00
## 2020-07-30 1752.00 1778.00 1728.10
## 2020-07-31 1754.00 1770.90 1710.40
## 2020-08-03 1729.00 1735.00 1697.50
## 2020-08-04 1719.00 1735.00 1708.55
## 2020-08-05 1718.00 1741.95 1712.50
## 2020-08-06 1732.05 1752.10 1720.10
## 2020-08-07 1727.55 1816.90 1725.70
## 2020-08-10 1810.00 1824.30 1777.00
## 2020-08-11 1800.00 1837.80 1780.00
## 2020-08-12 1789.95 1806.00 1772.00
## 2020-08-13 1806.40 1815.00 1788.00
## 2020-08-14 1818.70 1830.00 1795.50
## 2020-08-17 1820.00 1842.50 1801.85
## 2020-08-18 1831.00 1884.00 1831.00
## 2020-08-19 1890.00 1902.40 1872.55
## 2020-08-20 1867.95 1880.00 1857.05
## 2020-08-21 1887.90 1973.25 1880.75
## 2020-08-24 1958.00 1996.00 1940.00
## 2020-08-25 1964.25 2016.85 1964.00
## 2020-08-26 2000.95 2009.00 1955.50
## 2020-08-27 1980.90 2009.00 1970.05
## 2020-08-28 1994.00 1997.00 1953.30
## 2020-08-31 1977.00 1983.90 1881.25
## 2020-09-01 1925.00 1988.00 1907.75
## 2020-09-02 1977.95 1997.00 1925.00
## 2020-09-03 1950.20 1987.85 1945.00
## 2020-09-04 1958.00 1993.70 1951.00
## 2020-09-07 1965.00 2003.65 1948.10
## 2020-09-08 1987.50 2001.95 1952.00
## 2020-09-09 1960.35 1993.90 1958.00
## 2020-09-10 1985.05 2069.70 1981.00
## 2020-09-11 2063.00 2069.95 2022.00
## 2020-09-14 2050.00 2054.00 2005.00
## 2020-09-15 2045.00 2049.55 2009.05
## 2020-09-16 2027.00 2027.00 1994.15
## 2020-09-17 2000.00 2045.00 2000.00
## 2020-09-18 2026.30 2044.35 2015.00
## 2020-09-21 2036.40 2057.00 1962.30
## 2020-09-22 1990.20 1995.70 1926.35
## 2020-09-23 1940.00 1990.00 1928.30
## 2020-09-24 1941.55 1945.00 1907.75
## 2020-09-25 1925.25 1955.00 1908.00
## 2020-09-28 1938.00 1958.00 1930.00
## 2020-09-29 1960.00 1989.95 1954.00
## 2020-09-30 1966.10 2004.00 1958.15
## 2020-10-01 2007.00 2049.35 1992.05
## 2020-10-05 2040.45 2042.70 2011.00
## 2020-10-06 2050.00 2097.90 2045.10
## 2020-10-07 2080.00 2118.80 2073.95
## 2020-10-08 2104.50 2107.95 2072.05
## 2020-10-09 2094.00 2108.90 2045.15
## 2020-10-12 2067.90 2086.45 2041.25
## 2020-10-13 2077.00 2114.00 2054.05
## 2020-10-14 2070.00 2085.50 2055.00
## 2020-10-15 2070.00 2124.00 2066.05
## 2020-10-16 2089.95 2090.00 2055.55
## 2020-10-19 2079.95 2079.95 2056.50
## 2020-10-20 2077.90 2131.80 2067.35
## 2020-10-21 2130.00 2143.85 2081.25
## 2020-10-22 2114.20 2116.85 2076.80
## 2020-10-23 2113.50 2129.40 2096.00
## 2020-10-26 2116.35 2116.35 2070.05
## 2020-10-27 2085.00 2207.35 2085.00
## 2020-10-28 2199.80 2218.55 2150.15
## 2020-10-29 2162.00 2233.25 2161.10
## 2020-10-30 2210.10 2242.85 2195.50
## 2020-11-02 2198.00 2225.90 2166.10
## 2020-11-03 2193.90 2193.90 2146.75
## 2020-11-04 2160.00 2213.85 2156.00
## 2020-11-05 2190.00 2245.70 2183.65
## 2020-11-06 2233.95 2248.00 2202.50
## 2020-11-09 2249.00 2249.00 2214.15
## 2020-11-10 2225.20 2238.55 2189.00
## 2020-11-11 2205.00 2223.00 2157.30
## 2020-11-12 2172.00 2201.75 2162.00
## 2020-11-13 2180.50 2206.55 2172.00
## 2020-11-14 NA NA NA
## 2020-11-17 2206.40 2221.90 2182.00
## 2020-11-18 2185.00 2210.00 2166.10
## 2020-11-19 2175.00 2195.00 2156.70
## 2020-11-20 2163.35 2190.05 2160.55
## 2020-11-23 2160.55 2196.95 2138.80
## 2020-11-24 2192.90 2231.00 2191.00
## 2020-11-25 2197.25 2208.70 2150.00
## 2020-11-26 2160.00 2177.45 2117.15
## 2020-11-27 2170.00 2244.60 2165.00
## 2020-12-01 2275.00 2275.00 2206.20
## 2020-12-02 2241.00 2325.95 2236.00
## 2020-12-03 2340.00 2421.85 2316.25
## 2020-12-04 2400.00 2445.00 2375.00
## 2020-12-07 2440.00 2478.80 2437.00
## 2020-12-08 2470.55 2484.20 2427.95
## 2020-12-09 2450.00 2532.10 2447.00
## 2020-12-10 2515.95 2552.00 2501.00
## 2020-12-11 2516.00 2536.90 2495.00
## 2020-12-14 2530.00 2553.90 2521.00
## 2020-12-15 2535.00 2538.60 2502.50
## 2020-12-16 2540.00 2587.90 2537.60
## 2020-12-17 2569.00 2603.35 2557.00
## 2020-12-18 2577.00 2636.00 2575.55
## 2020-12-21 2595.45 2602.30 2539.10
## 2020-12-22 2541.00 2613.60 2496.20
## 2020-12-23 2604.00 2650.00 2604.00
## 2020-12-24 2658.00 2658.00 2613.00
## 2020-12-28 2654.25 2689.50 2629.55
## 2020-12-29 2685.00 2712.45 2673.00
## 2020-12-30 2694.00 2742.85 2680.35
## 2020-12-31 2734.40 2772.00 2725.05
## 2021-01-01 2759.00 2792.00 2750.00
## 2021-01-04 2781.10 2791.10 2745.00
## 2021-01-05 2753.70 2804.60 2732.00
## 2021-01-06 2801.30 2822.45 2780.00
## 2021-01-07 2801.00 2831.85 2781.50
## 2021-01-08 2818.00 2849.80 2789.05
## 2021-01-11 2845.00 2873.45 2824.60
## 2021-01-12 2849.60 2850.00 2712.15
## 2021-01-13 2760.00 2763.00 2678.00
## 2021-01-14 2713.00 2736.65 2648.00
## 2021-01-15 2660.90 2661.85 2580.55
## 2021-01-18 2592.00 2619.85 2555.40
## 2021-01-19 2615.00 2676.60 2590.00
## 2021-01-20 2654.00 2707.15 2645.05
## 2021-01-21 2726.95 2816.95 2695.00
## 2021-01-22 2750.00 2768.85 2590.00
## 2021-01-25 2612.85 2631.50 2501.00
## 2021-01-27 2525.00 2525.00 2430.55
## 2021-01-28 2420.00 2453.95 2401.05
## 2021-01-29 2456.00 2484.00 2400.00
## 2021-02-01 2426.60 2467.75 2376.90
## 2021-02-02 2460.00 2520.00 2425.10
## 2021-02-03 2503.85 2503.85 2438.35
## 2021-02-04 2456.00 2456.00 2398.00
## 2021-02-05 2420.00 2423.90 2370.80
## 2021-02-08 2394.00 2434.90 2373.40
## 2021-02-09 2432.50 2532.45 2423.65
## 2021-02-10 2529.00 2555.00 2475.00
## 2021-02-11 2524.95 2540.00 2495.10
## 2021-02-12 2518.00 2523.00 2464.20
## 2021-02-15 2495.00 2517.50 2448.55
## 2021-02-16 2472.00 2475.10 2422.00
## 2021-02-17 2436.00 2455.05 2382.00
## 2021-02-18 2424.00 2479.60 2395.25
## 2021-02-19 2470.90 2470.90 2400.00
## 2021-02-22 2428.75 2448.00 2380.00
## 2021-02-23 2375.00 2400.00 2315.00
## 2021-02-24 2373.00 2409.35 2347.20
## 2021-02-25 2375.00 2386.25 2336.20
## 2021-02-26 2338.05 2360.00 2260.00
## 2021-03-01 2300.00 2369.90 2300.00
## 2021-03-02 2386.00 2402.55 2359.00
## 2021-03-03 2406.00 2417.70 2375.80
## 2021-03-04 2380.00 2435.00 2350.00
## 2021-03-05 2399.00 2423.90 2377.10
## 2021-03-08 2383.00 2413.50 2360.05
## 2021-03-09 2400.00 2444.00 2396.15
## 2021-03-10 2446.00 2446.00 2415.55
## 2021-03-12 2442.80 2464.65 2397.00
## 2021-03-15 2402.55 2427.55 2343.05
## 2021-03-16 2379.20 2480.00 2375.35
## 2021-03-17 2460.00 2460.00 2411.10
## 2021-03-18 2468.85 2468.85 2390.00
## 2021-03-19 2393.00 2434.00 2355.35
## 2021-03-22 2390.00 2438.10 2390.00
## 2021-03-23 2430.00 2433.95 2398.20
## 2021-03-24 2410.30 2470.00 2410.00
## 2021-03-25 2450.95 2469.00 2392.00
## 2021-03-26 2425.00 2513.95 2409.10
## 2021-03-30 2539.10 2583.45 2521.50
## 2021-03-31 2578.05 2582.95 2531.00
## 2021-04-01 2532.00 2564.55 2532.00
## 2021-04-05 2558.00 2558.00 2484.50
## 2021-04-06 2526.00 2620.00 2504.50
## 2021-04-07 2605.00 2668.05 2600.10
## 2021-04-08 2630.00 2658.40 2628.00
## 2021-04-09 2635.00 2655.00 2610.15
## 2021-04-12 2578.20 2610.00 2555.00
## 2021-04-13 2600.00 2626.00 2564.30
## 2021-04-15 2590.00 2593.55 2537.00
## 2021-04-16 2587.60 2693.50 2581.70
## 2021-04-19 2650.00 2650.00 2566.85
## 2021-04-20 2600.00 2604.70 2528.80
## 2021-04-22 2555.65 2557.00 2488.00
## 2021-04-23 2527.10 2565.00 2496.20
## 2021-04-26 2530.00 2575.00 2530.00
## 2021-04-27 2545.00 2579.90 2534.00
## 2021-04-28 2588.00 2620.25 2575.00
## 2021-04-29 2630.00 2642.00 2570.00
## 2021-04-30 2595.00 2605.80 2524.05
## 2021-05-03 2510.00 2595.10 2505.60
## 2021-05-04 2605.00 2617.95 2571.55
## 2021-05-05 2617.00 2617.00 2546.10
## 2021-05-06 2579.85 2581.85 2528.00
## 2021-05-07 2555.00 2590.00 2541.50
## 2021-05-10 2589.00 2589.00 2542.15
## 2021-05-11 2533.00 2562.00 2521.30
## 2021-05-12 2577.00 2588.95 2530.00
## 2021-05-14 2620.00 2835.25 2601.55
## 2021-05-17 2782.00 2824.20 2747.55
## 2021-05-18 2797.00 2845.00 2789.00
## 2021-05-19 2805.15 2849.00 2798.65
## 2021-05-20 2814.00 2845.00 2778.50
## 2021-05-21 2807.00 2854.00 2795.00
## 2021-05-24 2846.00 2849.00 2808.20
## 2021-05-25 2836.90 2922.65 2822.75
## 2021-05-26 2939.85 2947.90 2910.40
## 2021-05-27 2950.00 2965.00 2902.25
## 2021-05-28 2958.15 2963.80 2931.15
## 2021-05-31 2938.00 2989.95 2936.10
## 2021-06-01 2965.00 2982.60 2915.10
## 2021-06-02 2918.85 2933.75 2877.15
## 2021-06-03 2919.60 2942.00 2904.05
## 2021-06-04 2953.00 2990.00 2908.00
## 2021-06-07 2930.00 2941.00 2903.95
## 2021-06-08 2928.00 2944.25 2907.50
## 2021-06-09 2930.80 2965.00 2919.60
## 2021-06-10 2945.00 2959.30 2920.65
## 2021-06-11 2960.00 2971.60 2938.60
## 2021-06-14 2955.10 2970.00 2916.50
## 2021-06-15 2970.00 3050.00 2960.95
## 2021-06-16 3029.00 3042.20 3005.50
## 2021-06-17 3017.95 3073.95 3000.50
## 2021-06-18 3061.55 3077.80 3016.05
## 2021-06-21 3024.20 3079.15 3021.05
## 2021-06-22 3085.00 3092.85 3004.20
## 2021-06-23 3030.00 3030.00 2983.50
## 2021-06-24 2987.35 3049.70 2975.45
## 2021-06-25 3030.20 3053.50 2985.00
## 2021-06-28 3024.00 3038.85 2976.25
## 2021-06-29 2989.00 3023.85 2973.05
## 2021-06-30 2999.00 3030.00 2985.65
## 2021-07-01 3008.00 3026.90 2997.00
## 2021-07-02 3032.95 3038.80 2999.75
## 2021-07-05 3020.00 3050.00 3007.10
## 2021-07-06 3003.00 3029.50 2996.00
## 2021-07-07 3065.00 3069.00 3011.25
## 2021-07-08 3050.00 3059.00 3018.80
## 2021-07-09 3022.00 3039.15 3007.00
## 2021-07-12 3034.90 3042.85 2991.05
## 2021-07-13 3020.00 3021.10 2985.35
## 2021-07-14 3003.00 3007.75 2984.20
## 2021-07-15 3010.00 3011.00 2971.10
## 2021-07-16 2994.00 3006.00 2965.00
## 2021-07-19 2989.30 2999.70 2965.00
## 2021-07-20 2996.00 3179.50 2979.55
## 2021-07-22 3130.00 3165.00 3090.00
## 2021-07-23 3106.00 3129.60 3078.05
## ASIANPAINT.NS.Close ASIANPAINT.NS.Volume ASIANPAINT.NS.Adjusted
## 2020-01-01 1793.20 397285 1772.948
## 2020-01-02 1790.65 411266 1770.427
## 2020-01-03 1751.40 1318628 1731.620
## 2020-01-06 1707.15 1871804 1687.870
## 2020-01-07 1724.40 1033650 1704.925
## 2020-01-08 1728.80 1006057 1709.275
## 2020-01-09 1772.55 1781733 1752.531
## 2020-01-10 1792.55 1256612 1772.305
## 2020-01-13 1804.90 823821 1784.516
## 2020-01-14 1819.15 775629 1798.605
## 2020-01-15 1842.25 1252925 1821.444
## 2020-01-16 1835.15 1031569 1814.424
## 2020-01-17 1830.05 862204 1809.382
## 2020-01-20 1848.75 1091453 1827.870
## 2020-01-21 1810.75 2101561 1790.300
## 2020-01-22 1779.25 3415306 1759.155
## 2020-01-23 1776.10 1885275 1756.041
## 2020-01-24 1786.80 1195596 1766.620
## 2020-01-27 1788.35 969054 1768.152
## 2020-01-28 1779.10 873291 1759.007
## 2020-01-29 1796.95 873805 1776.655
## 2020-01-30 1805.00 1005975 1784.614
## 2020-01-31 1795.65 1169614 1775.370
## 2020-02-03 1867.65 2854532 1846.557
## 2020-02-04 1891.30 1830049 1869.940
## 2020-02-05 1873.50 1344016 1852.341
## 2020-02-06 1856.80 995386 1835.829
## 2020-02-07 1858.70 632858 1837.708
## 2020-02-10 1869.50 747711 1848.386
## 2020-02-11 1878.10 1093021 1856.889
## 2020-02-12 1893.70 1616826 1872.313
## 2020-02-13 1874.05 638878 1852.885
## 2020-02-14 1877.05 771464 1855.851
## 2020-02-17 1881.40 676579 1860.152
## 2020-02-18 1863.65 683421 1842.602
## 2020-02-19 1884.90 723351 1863.612
## 2020-02-20 1842.25 1401879 1821.444
## 2020-02-24 1818.95 1310832 1798.407
## 2020-02-25 1826.10 897257 1805.476
## 2020-02-26 1826.65 1909619 1806.020
## 2020-02-27 1843.80 1643273 1822.976
## 2020-02-28 1797.95 2964119 1777.644
## 2020-03-02 1786.80 1219296 1766.620
## 2020-03-03 1800.55 1392463 1787.367
## 2020-03-04 1847.95 3050469 1834.420
## 2020-03-05 1874.45 2062439 1860.726
## 2020-03-06 1877.45 1393659 1863.704
## 2020-03-09 1867.15 3420741 1853.479
## 2020-03-11 1882.85 3194186 1869.064
## 2020-03-12 1843.35 6254349 1829.854
## 2020-03-13 1797.70 3878300 1784.538
## 2020-03-16 1683.40 2867336 1671.075
## 2020-03-17 1731.60 2643189 1718.922
## 2020-03-18 1618.20 3676437 1606.352
## 2020-03-19 1601.20 4906644 1589.476
## 2020-03-20 1742.95 3128629 1730.189
## 2020-03-23 1498.45 2155326 1487.479
## 2020-03-24 1524.85 3910566 1513.685
## 2020-03-25 1593.15 2196415 1581.486
## 2020-03-26 1616.95 2622118 1605.111
## 2020-03-27 1604.15 2102479 1592.405
## 2020-03-30 1594.95 1844011 1583.272
## 2020-03-31 1666.50 2789174 1654.298
## 2020-04-01 1603.20 1559455 1591.462
## 2020-04-03 1520.90 2925847 1509.764
## 2020-04-07 1623.80 2733586 1611.911
## 2020-04-08 1608.95 2382213 1597.170
## 2020-04-09 1651.35 1489539 1639.259
## 2020-04-13 1680.85 2586159 1668.543
## 2020-04-15 1718.20 2508270 1705.620
## 2020-04-16 1743.10 1821296 1730.338
## 2020-04-17 1756.25 1398686 1743.391
## 2020-04-20 1730.45 1431055 1717.780
## 2020-04-21 1726.00 1594930 1713.363
## 2020-04-22 1813.00 3727805 1799.726
## 2020-04-23 1821.65 2573552 1808.312
## 2020-04-24 1827.55 2744768 1814.169
## 2020-04-27 1851.35 1770889 1837.795
## 2020-04-28 1824.40 1934910 1811.042
## 2020-04-29 1767.50 2931120 1754.559
## 2020-04-30 1758.70 2926333 1745.823
## 2020-05-04 1676.80 2942397 1664.523
## 2020-05-05 1619.15 5867890 1607.295
## 2020-05-06 1610.65 3937921 1598.857
## 2020-05-07 1594.30 5256213 1582.627
## 2020-05-08 1578.40 5644426 1566.844
## 2020-05-11 1569.60 3767646 1558.108
## 2020-05-12 1523.35 4504073 1512.197
## 2020-05-13 1563.30 2940514 1551.854
## 2020-05-14 1522.40 2592264 1511.254
## 2020-05-15 1552.95 2860493 1541.580
## 2020-05-18 1501.10 2871905 1490.109
## 2020-05-19 1503.95 3164137 1492.938
## 2020-05-20 1500.05 2057402 1489.067
## 2020-05-21 1574.30 3845743 1562.774
## 2020-05-22 1617.90 5203736 1606.054
## 2020-05-26 1629.85 3552636 1617.917
## 2020-05-27 1619.45 2260057 1607.593
## 2020-05-28 1643.60 3138915 1631.566
## 2020-05-29 1683.10 3532977 1670.777
## 2020-06-01 1693.25 2529255 1680.853
## 2020-06-02 1709.30 2440552 1696.785
## 2020-06-03 1716.55 3088817 1703.982
## 2020-06-04 1633.75 4388930 1621.788
## 2020-06-05 1638.55 2884206 1626.553
## 2020-06-08 1634.25 2046505 1622.284
## 2020-06-09 1642.05 3671930 1630.027
## 2020-06-10 1635.95 2069280 1623.972
## 2020-06-11 1610.60 1888420 1598.808
## 2020-06-12 1637.35 2391556 1625.362
## 2020-06-15 1618.20 1681166 1606.352
## 2020-06-16 1621.70 1497691 1609.826
## 2020-06-17 1595.40 1812788 1583.719
## 2020-06-18 1597.80 1417273 1586.102
## 2020-06-19 1622.50 2714342 1610.620
## 2020-06-22 1652.15 2034739 1640.054
## 2020-06-23 1683.90 2334863 1671.571
## 2020-06-24 1747.25 11545923 1734.457
## 2020-06-25 1689.00 4054785 1676.634
## 2020-06-26 1686.75 2129986 1674.400
## 2020-06-29 1691.95 2753482 1679.562
## 2020-06-30 1687.45 1960731 1675.095
## 2020-07-01 1688.00 1661296 1675.641
## 2020-07-02 1686.45 2038399 1674.102
## 2020-07-03 1695.65 1988941 1683.235
## 2020-07-06 1708.85 1236670 1696.338
## 2020-07-07 1745.75 2983260 1732.968
## 2020-07-08 1686.25 2725937 1673.904
## 2020-07-09 1717.25 1904661 1704.677
## 2020-07-10 1703.50 1156043 1691.027
## 2020-07-13 1705.65 1289791 1693.162
## 2020-07-14 1688.40 1347120 1676.038
## 2020-07-15 1671.65 1611341 1659.411
## 2020-07-16 1693.20 1442725 1680.803
## 2020-07-17 1717.90 2308792 1705.322
## 2020-07-20 1751.60 1848600 1738.775
## 2020-07-21 1724.25 2088461 1711.626
## 2020-07-22 1695.75 1300409 1683.334
## 2020-07-23 1727.80 2375218 1716.668
## 2020-07-24 1712.05 3971563 1701.020
## 2020-07-27 1778.15 6470525 1766.694
## 2020-07-28 1759.65 2534092 1748.313
## 2020-07-29 1740.15 1530981 1728.939
## 2020-07-30 1743.35 2113975 1732.118
## 2020-07-31 1715.50 1678643 1704.447
## 2020-08-03 1705.50 1437425 1694.512
## 2020-08-04 1713.95 1815396 1702.907
## 2020-08-05 1716.30 1416803 1705.242
## 2020-08-06 1727.55 1914507 1716.420
## 2020-08-07 1806.25 5166075 1794.613
## 2020-08-10 1782.35 1892614 1770.867
## 2020-08-11 1789.55 3039662 1778.020
## 2020-08-12 1797.25 1679096 1785.671
## 2020-08-13 1802.55 1192375 1790.937
## 2020-08-14 1802.55 1868376 1790.937
## 2020-08-17 1836.70 1634180 1824.866
## 2020-08-18 1874.10 2586298 1862.026
## 2020-08-19 1885.70 1947114 1873.551
## 2020-08-20 1874.90 1538879 1862.820
## 2020-08-21 1958.00 5688228 1945.385
## 2020-08-24 1962.15 3996329 1949.508
## 2020-08-25 2000.60 3544399 1987.711
## 2020-08-26 1971.40 2245810 1958.699
## 2020-08-27 1982.50 3116305 1969.727
## 2020-08-28 1958.10 1842536 1945.484
## 2020-08-31 1899.10 2738522 1886.865
## 2020-09-01 1979.30 3068285 1966.548
## 2020-09-02 1943.95 2569603 1931.425
## 2020-09-03 1978.00 1931667 1965.256
## 2020-09-04 1956.35 1930422 1943.746
## 2020-09-07 1982.10 2855392 1969.330
## 2020-09-08 1960.35 2401034 1947.720
## 2020-09-09 1979.05 2776804 1966.299
## 2020-09-10 2056.55 5081252 2043.300
## 2020-09-11 2035.95 2599475 2022.833
## 2020-09-14 2031.20 2142458 2018.113
## 2020-09-15 2017.55 1997383 2004.551
## 2020-09-16 2012.10 1717740 1999.136
## 2020-09-17 2007.95 2416918 1995.013
## 2020-09-18 2028.40 3021436 2015.332
## 2020-09-21 1972.55 2518361 1959.841
## 2020-09-22 1937.50 1974860 1925.017
## 2020-09-23 1946.55 2732912 1934.009
## 2020-09-24 1918.35 1906183 1905.990
## 2020-09-25 1925.60 1939316 1913.194
## 2020-09-28 1945.60 1137313 1933.065
## 2020-09-29 1959.95 1965383 1947.322
## 2020-09-30 1986.40 2518982 1973.602
## 2020-10-01 2040.45 2014003 2027.304
## 2020-10-05 2028.00 1554873 2014.934
## 2020-10-06 2090.00 3152378 2076.534
## 2020-10-07 2105.00 2429595 2091.438
## 2020-10-08 2088.65 1427493 2075.193
## 2020-10-09 2050.60 1636939 2037.389
## 2020-10-12 2077.85 2182836 2064.463
## 2020-10-13 2064.65 2619233 2051.348
## 2020-10-14 2071.35 1530471 2058.005
## 2020-10-15 2090.45 4001883 2076.981
## 2020-10-16 2061.20 2017706 2047.920
## 2020-10-19 2070.10 1338404 2056.763
## 2020-10-20 2118.50 2377713 2104.851
## 2020-10-21 2114.30 2895432 2100.678
## 2020-10-22 2099.90 2755686 2086.371
## 2020-10-23 2120.25 3070714 2106.590
## 2020-10-26 2080.45 1278139 2067.046
## 2020-10-27 2197.80 4964874 2183.640
## 2020-10-28 2159.55 3166047 2148.912
## 2020-10-29 2225.45 4795796 2214.487
## 2020-10-30 2211.50 3006197 2200.606
## 2020-11-02 2172.85 1772571 2162.146
## 2020-11-03 2154.65 1781465 2144.036
## 2020-11-04 2169.45 2189957 2158.763
## 2020-11-05 2238.30 2671841 2227.274
## 2020-11-06 2209.05 2395965 2198.168
## 2020-11-09 2225.20 1691773 2214.239
## 2020-11-10 2199.75 1879561 2188.914
## 2020-11-11 2181.70 2387398 2170.953
## 2020-11-12 2171.80 1626054 2161.102
## 2020-11-13 2179.95 1560060 2169.211
## 2020-11-14 NA NA NA
## 2020-11-17 2187.65 1699293 2176.874
## 2020-11-18 2195.75 1817170 2184.934
## 2020-11-19 2161.70 2669522 2151.051
## 2020-11-20 2166.55 2196113 2155.878
## 2020-11-23 2186.25 4002609 2175.480
## 2020-11-24 2207.90 2954306 2197.024
## 2020-11-25 2154.30 1682365 2143.688
## 2020-11-26 2155.30 2247478 2144.683
## 2020-11-27 2215.30 10036402 2204.387
## 2020-12-01 2230.05 2235498 2219.065
## 2020-12-02 2315.85 3305952 2304.442
## 2020-12-03 2411.40 4334658 2399.521
## 2020-12-04 2438.75 2789953 2426.737
## 2020-12-07 2472.55 1762501 2460.370
## 2020-12-08 2438.90 2090950 2426.886
## 2020-12-09 2522.30 2022370 2509.875
## 2020-12-10 2526.05 2372909 2513.607
## 2020-12-11 2520.95 2171653 2508.532
## 2020-12-14 2548.15 1280339 2535.598
## 2020-12-15 2527.45 1283286 2515.000
## 2020-12-16 2582.45 1920875 2569.729
## 2020-12-17 2575.05 1750663 2562.365
## 2020-12-18 2601.50 4402604 2588.685
## 2020-12-21 2554.65 1383048 2542.066
## 2020-12-22 2600.80 1993090 2587.989
## 2020-12-23 2642.55 1339307 2629.533
## 2020-12-24 2648.25 1143202 2635.205
## 2020-12-28 2683.90 1226254 2670.679
## 2020-12-29 2696.80 1562853 2683.516
## 2020-12-30 2734.40 1614643 2720.930
## 2020-12-31 2764.50 1526325 2750.882
## 2021-01-01 2775.55 1246698 2761.878
## 2021-01-04 2753.70 1360486 2740.135
## 2021-01-05 2793.85 1299589 2780.087
## 2021-01-06 2805.35 1697884 2791.531
## 2021-01-07 2792.25 1142806 2778.495
## 2021-01-08 2844.70 1660967 2830.687
## 2021-01-11 2849.30 1517995 2835.264
## 2021-01-12 2720.55 6674890 2707.148
## 2021-01-13 2703.70 2862676 2690.381
## 2021-01-14 2663.90 2124950 2650.777
## 2021-01-15 2590.90 2570436 2578.137
## 2021-01-18 2588.20 2395168 2575.450
## 2021-01-19 2645.05 2558693 2632.021
## 2021-01-20 2697.25 2065439 2683.963
## 2021-01-21 2716.35 5015712 2702.969
## 2021-01-22 2596.65 4945564 2583.859
## 2021-01-25 2513.95 3520087 2501.566
## 2021-01-27 2436.60 2700415 2424.597
## 2021-01-28 2441.70 3035457 2429.672
## 2021-01-29 2407.35 2768673 2395.491
## 2021-02-01 2447.80 1797359 2435.742
## 2021-02-02 2463.65 2679428 2451.514
## 2021-02-03 2453.65 2409356 2441.563
## 2021-02-04 2401.80 3478562 2389.969
## 2021-02-05 2376.75 3303319 2365.042
## 2021-02-08 2416.85 3666313 2404.945
## 2021-02-09 2506.85 7178572 2494.501
## 2021-02-10 2510.60 4473123 2498.233
## 2021-02-11 2505.50 1446286 2493.158
## 2021-02-12 2486.10 1376085 2473.854
## 2021-02-15 2456.75 1634576 2444.648
## 2021-02-16 2450.25 1615849 2438.180
## 2021-02-17 2388.15 3178784 2376.386
## 2021-02-18 2470.75 4253843 2458.579
## 2021-02-19 2416.45 2244567 2404.546
## 2021-02-22 2387.05 2002642 2375.291
## 2021-02-23 2372.20 3267268 2360.514
## 2021-02-24 2361.35 1708526 2349.718
## 2021-02-25 2373.75 2839515 2362.057
## 2021-02-26 2277.20 3933813 2265.982
## 2021-03-01 2362.30 2545806 2350.663
## 2021-03-02 2390.40 2033586 2378.625
## 2021-03-03 2402.10 1591567 2390.267
## 2021-03-04 2417.10 2149984 2405.193
## 2021-03-05 2387.10 1953642 2375.341
## 2021-03-08 2382.70 1593838 2370.963
## 2021-03-09 2422.70 1800442 2410.766
## 2021-03-10 2431.95 1056102 2419.970
## 2021-03-12 2401.35 1279203 2389.521
## 2021-03-15 2355.00 1524449 2343.399
## 2021-03-16 2468.60 4230564 2456.440
## 2021-03-17 2422.95 1623187 2411.014
## 2021-03-18 2404.55 1851739 2392.705
## 2021-03-19 2411.25 3738079 2399.372
## 2021-03-22 2425.70 1489853 2413.751
## 2021-03-23 2410.30 1745466 2398.427
## 2021-03-24 2443.55 4132092 2431.513
## 2021-03-25 2402.20 2272545 2390.367
## 2021-03-26 2505.15 3084607 2492.810
## 2021-03-30 2578.05 2332884 2565.351
## 2021-03-31 2537.40 1616044 2524.901
## 2021-04-01 2551.75 1219588 2539.180
## 2021-04-05 2510.65 1268939 2498.282
## 2021-04-06 2611.60 3372846 2598.735
## 2021-04-07 2628.60 1937977 2615.652
## 2021-04-08 2650.65 897483 2637.593
## 2021-04-09 2630.80 1185017 2617.841
## 2021-04-12 2602.20 1427691 2589.381
## 2021-04-13 2570.70 1200230 2558.037
## 2021-04-15 2587.70 1209829 2574.953
## 2021-04-16 2663.70 2760777 2650.579
## 2021-04-19 2571.90 1552036 2559.231
## 2021-04-20 2553.65 1489287 2541.071
## 2021-04-22 2511.25 1690758 2498.880
## 2021-04-23 2517.95 1614593 2505.546
## 2021-04-26 2557.90 1103980 2545.300
## 2021-04-27 2574.35 866331 2561.669
## 2021-04-28 2614.55 1065561 2601.671
## 2021-04-29 2613.45 1295346 2600.576
## 2021-04-30 2536.40 1384907 2523.906
## 2021-05-03 2582.15 1034774 2569.430
## 2021-05-04 2587.15 1058140 2574.406
## 2021-05-05 2567.65 1220186 2555.002
## 2021-05-06 2549.05 1518119 2536.493
## 2021-05-07 2551.65 1416102 2539.080
## 2021-05-10 2556.95 1526814 2544.354
## 2021-05-11 2556.25 1168363 2543.658
## 2021-05-12 2556.20 2085630 2543.608
## 2021-05-14 2774.50 10543708 2760.833
## 2021-05-17 2782.75 2134352 2769.042
## 2021-05-18 2821.80 1328605 2807.900
## 2021-05-19 2815.85 1219067 2801.979
## 2021-05-20 2794.10 1211975 2780.336
## 2021-05-21 2832.50 1328308 2818.547
## 2021-05-24 2819.20 813091 2805.312
## 2021-05-25 2914.40 2730112 2900.043
## 2021-05-26 2941.60 1250531 2927.110
## 2021-05-27 2949.35 2415085 2934.822
## 2021-05-28 2940.70 711383 2926.214
## 2021-05-31 2977.50 2093635 2962.833
## 2021-06-01 2931.00 1194073 2916.562
## 2021-06-02 2903.70 2067842 2889.396
## 2021-06-03 2935.35 1404434 2920.890
## 2021-06-04 2924.90 1509084 2910.492
## 2021-06-07 2933.10 802415 2918.652
## 2021-06-08 2926.25 762931 2911.835
## 2021-06-09 2943.55 1340352 2929.050
## 2021-06-10 2950.60 1344559 2950.600
## 2021-06-11 2956.25 878445 2956.250
## 2021-06-14 2949.90 746823 2949.900
## 2021-06-15 3042.20 2262031 3042.200
## 2021-06-16 3018.70 859505 3018.700
## 2021-06-17 3060.30 1533864 3060.300
## 2021-06-18 3047.20 2293860 3047.200
## 2021-06-21 3068.55 720491 3068.550
## 2021-06-22 3010.80 1199238 3010.800
## 2021-06-23 2987.35 1009007 2987.350
## 2021-06-24 3043.25 985596 3043.250
## 2021-06-25 3003.90 786964 3003.900
## 2021-06-28 2982.95 891695 2982.950
## 2021-06-29 3001.50 1242734 3001.500
## 2021-06-30 2992.70 924522 2992.700
## 2021-07-01 3021.60 848235 3021.600
## 2021-07-02 3005.00 805542 3005.000
## 2021-07-05 3014.80 863343 3014.800
## 2021-07-06 3002.50 762630 3002.500
## 2021-07-07 3040.10 1234865 3040.100
## 2021-07-08 3028.30 907391 3028.300
## 2021-07-09 3010.60 547082 3010.600
## 2021-07-12 2999.40 765566 2999.400
## 2021-07-13 2993.85 703484 2993.850
## 2021-07-14 3001.95 470744 3001.950
## 2021-07-15 2983.60 635535 2983.600
## 2021-07-16 2989.30 1062548 2989.300
## 2021-07-19 2981.95 837836 2981.950
## 2021-07-20 3159.05 6755922 3159.050
## 2021-07-22 3106.75 1982572 3106.750
## 2021-07-23 3083.75 815329 3083.750banaras_data <- getSymbols("BANARBEADS.NS",src = "yahoo", from = "2020-01-01",
to = "2021-07-25" , auto.assign = FALSE)## Warning: BANARBEADS.NS contains missing values. Some functions will not work
## if objects contain missing values in the middle of the series. Consider using
## na.omit(), na.approx(), na.fill(), etc to remove or replace them.banaras_data## BANARBEADS.NS.Open BANARBEADS.NS.High BANARBEADS.NS.Low
## 2020-01-01 29.05 30.25 29.00
## 2020-01-02 32.00 32.00 29.40
## 2020-01-03 31.45 32.90 30.45
## 2020-01-06 29.25 30.90 29.25
## 2020-01-07 32.40 32.40 30.05
## 2020-01-08 32.00 32.00 32.00
## 2020-01-09 29.45 32.20 29.45
## 2020-01-10 32.25 33.50 32.25
## 2020-01-13 30.65 35.75 30.30
## 2020-01-14 37.40 37.95 35.00
## 2020-01-15 33.50 35.95 32.15
## 2020-01-16 33.75 36.35 33.10
## 2020-01-17 36.75 36.75 34.05
## 2020-01-20 35.20 36.55 34.15
## 2020-01-21 34.65 37.25 34.25
## 2020-01-22 34.45 36.70 34.45
## 2020-01-23 35.00 35.90 34.15
## 2020-01-24 34.40 34.95 34.30
## 2020-01-27 34.40 34.90 33.05
## 2020-01-28 33.10 35.90 33.10
## 2020-01-29 34.90 34.90 33.25
## 2020-01-30 35.80 35.80 32.00
## 2020-01-31 34.75 37.15 33.65
## 2020-02-03 40.95 43.45 35.55
## 2020-02-04 37.50 38.50 34.55
## 2020-02-05 35.90 37.75 34.25
## 2020-02-06 34.30 37.45 32.20
## 2020-02-07 35.65 36.00 35.10
## 2020-02-10 35.00 35.10 33.05
## 2020-02-11 35.00 35.05 34.20
## 2020-02-12 33.45 36.90 33.30
## 2020-02-13 35.50 35.50 35.50
## 2020-02-14 36.90 38.00 35.95
## 2020-02-17 37.25 37.25 34.30
## 2020-02-18 34.15 35.90 34.15
## 2020-02-19 34.05 36.00 34.05
## 2020-02-20 33.55 35.35 33.55
## 2020-02-24 33.40 35.90 33.40
## 2020-02-25 33.25 34.90 33.25
## 2020-02-26 33.30 36.40 31.00
## 2020-02-27 33.10 35.85 32.70
## 2020-02-28 33.05 34.70 30.65
## 2020-03-02 30.70 32.70 30.40
## 2020-03-03 34.25 35.90 30.15
## 2020-03-04 32.90 32.90 31.75
## 2020-03-05 32.10 33.25 32.10
## 2020-03-06 29.50 33.60 28.95
## 2020-03-09 35.95 36.45 31.75
## 2020-03-11 32.00 33.85 31.70
## 2020-03-12 31.05 32.90 26.20
## 2020-03-13 24.15 30.00 24.15
## 2020-03-16 27.05 28.90 27.00
## 2020-03-17 27.55 32.65 27.50
## 2020-03-18 30.95 32.00 28.30
## 2020-03-19 28.95 31.00 28.55
## 2020-03-20 29.05 30.95 28.50
## 2020-03-23 23.00 33.70 23.00
## 2020-03-24 31.70 31.70 27.00
## 2020-03-25 25.55 27.60 25.55
## 2020-03-26 27.70 29.95 27.50
## 2020-03-27 29.35 29.40 28.50
## 2020-03-30 28.50 29.90 28.00
## 2020-03-31 28.55 30.70 28.50
## 2020-04-01 28.50 32.50 28.50
## 2020-04-03 27.25 31.90 27.25
## 2020-04-07 32.70 32.75 29.45
## 2020-04-08 30.25 32.50 29.60
## 2020-04-09 29.85 31.85 29.80
## 2020-04-13 30.05 30.20 29.70
## 2020-04-15 30.00 31.65 29.75
## 2020-04-16 30.00 34.00 29.75
## 2020-04-17 30.85 32.80 30.70
## 2020-04-20 30.10 32.95 30.10
## 2020-04-21 30.90 33.50 30.00
## 2020-04-22 30.60 30.60 30.60
## 2020-04-23 30.55 34.00 30.50
## 2020-04-24 30.55 31.45 30.25
## 2020-04-27 31.05 33.05 31.00
## 2020-04-28 31.05 32.00 30.55
## 2020-04-29 31.50 31.75 31.00
## 2020-04-30 31.00 31.90 30.50
## 2020-05-04 31.25 32.50 30.50
## 2020-05-05 31.55 32.00 31.50
## 2020-05-06 32.05 32.45 31.50
## 2020-05-07 32.00 32.45 32.00
## 2020-05-08 31.10 32.50 31.10
## 2020-05-11 30.75 32.50 30.70
## 2020-05-12 32.05 32.05 32.00
## 2020-05-13 32.05 33.30 32.00
## 2020-05-14 32.05 33.45 32.00
## 2020-05-15 33.35 34.50 32.00
## 2020-05-18 32.05 32.80 32.00
## 2020-05-19 32.75 32.75 32.05
## 2020-05-20 32.05 33.00 32.00
## 2020-05-21 32.05 33.25 32.00
## 2020-05-22 33.15 33.15 33.15
## 2020-05-26 33.15 34.95 31.80
## 2020-05-27 33.05 33.25 32.25
## 2020-05-28 33.50 33.90 32.80
## 2020-05-29 33.45 33.45 32.75
## 2020-06-01 33.35 33.45 32.80
## 2020-06-02 32.80 33.50 32.75
## 2020-06-03 33.05 34.05 30.30
## 2020-06-04 33.05 33.60 33.00
## 2020-06-05 33.60 33.75 33.00
## 2020-06-08 33.60 34.05 33.15
## 2020-06-09 33.75 34.00 33.25
## 2020-06-10 33.55 35.40 33.50
## 2020-06-11 34.50 35.00 33.30
## 2020-06-12 34.25 34.90 33.60
## 2020-06-15 34.90 35.45 34.10
## 2020-06-16 34.95 35.25 34.30
## 2020-06-17 35.70 35.70 34.50
## 2020-06-18 35.50 39.00 34.75
## 2020-06-19 37.85 43.95 35.25
## 2020-06-22 50.60 50.60 45.00
## 2020-06-23 45.90 48.00 42.50
## 2020-06-24 45.05 46.00 42.00
## 2020-06-25 40.70 42.00 38.30
## 2020-06-26 41.70 43.30 40.25
## 2020-06-29 38.85 40.00 37.50
## 2020-06-30 40.00 46.30 37.20
## 2020-07-01 50.00 50.40 42.05
## 2020-07-02 44.00 44.10 41.00
## 2020-07-03 42.05 45.35 40.50
## 2020-07-06 44.80 46.50 41.50
## 2020-07-07 42.25 43.25 40.30
## 2020-07-08 42.00 42.85 40.25
## 2020-07-09 42.55 42.55 40.55
## 2020-07-10 42.45 42.45 39.60
## 2020-07-13 40.45 41.95 39.50
## 2020-07-14 40.00 41.40 38.85
## 2020-07-15 40.85 40.90 38.60
## 2020-07-16 40.20 40.20 37.80
## 2020-07-17 40.20 42.80 39.60
## 2020-07-20 40.85 42.80 38.75
## 2020-07-21 40.95 41.20 40.05
## 2020-07-22 41.60 41.70 39.10
## 2020-07-23 40.05 41.15 40.00
## 2020-07-24 40.65 45.45 39.65
## 2020-07-27 44.15 44.15 40.10
## 2020-07-28 40.05 41.85 40.05
## 2020-07-29 40.60 40.65 39.00
## 2020-07-30 40.50 46.00 39.40
## 2020-07-31 42.70 42.80 40.60
## 2020-08-03 40.65 43.70 40.00
## 2020-08-04 42.85 44.65 41.95
## 2020-08-05 45.70 45.70 42.30
## 2020-08-06 43.00 43.00 41.55
## 2020-08-07 41.85 43.85 41.85
## 2020-08-10 42.15 42.95 42.15
## 2020-08-11 43.00 46.00 42.95
## 2020-08-12 45.95 45.95 43.50
## 2020-08-13 43.30 44.90 43.20
## 2020-08-14 44.55 45.00 44.00
## 2020-08-17 44.15 50.25 44.00
## 2020-08-18 49.00 52.85 46.75
## 2020-08-19 51.00 55.00 49.35
## 2020-08-20 53.00 64.40 52.00
## 2020-08-21 66.90 69.90 59.00
## 2020-08-24 61.50 62.05 57.45
## 2020-08-25 56.10 60.00 52.35
## 2020-08-26 52.05 53.75 50.50
## 2020-08-27 51.05 54.90 51.05
## 2020-08-28 52.40 54.50 52.30
## 2020-08-31 55.00 55.15 50.00
## 2020-09-01 50.15 50.95 50.00
## 2020-09-02 52.00 52.00 50.15
## 2020-09-03 51.15 51.85 50.20
## 2020-09-04 50.15 54.00 50.00
## 2020-09-07 53.00 53.15 51.15
## 2020-09-08 52.30 53.50 50.60
## 2020-09-09 51.55 52.75 51.00
## 2020-09-10 53.95 54.00 51.35
## 2020-09-11 51.45 51.95 51.00
## 2020-09-14 51.95 55.90 51.05
## 2020-09-15 52.40 52.60 51.35
## 2020-09-16 52.55 52.55 51.20
## 2020-09-17 52.45 53.00 51.20
## 2020-09-18 53.20 54.95 52.90
## 2020-09-21 53.90 55.95 53.75
## 2020-09-22 54.00 54.80 52.00
## 2020-09-23 52.55 53.80 52.00
## 2020-09-24 52.00 52.90 52.00
## 2020-09-25 52.10 53.50 52.00
## 2020-09-28 52.10 52.90 52.00
## 2020-09-29 52.10 53.30 52.00
## 2020-09-30 52.85 53.40 52.00
## 2020-10-01 52.50 52.50 52.10
## 2020-10-05 52.10 52.80 52.00
## 2020-10-06 52.00 56.60 52.00
## 2020-10-07 54.55 55.45 53.15
## 2020-10-08 52.80 53.50 52.60
## 2020-10-09 52.20 56.00 52.20
## 2020-10-12 56.05 60.00 55.55
## 2020-10-13 60.65 62.30 55.45
## 2020-10-14 62.40 67.95 60.25
## 2020-10-15 67.90 69.70 61.15
## 2020-10-16 62.95 70.85 61.00
## 2020-10-19 68.90 68.90 62.30
## 2020-10-20 65.25 66.55 62.80
## 2020-10-21 63.05 64.85 60.65
## 2020-10-22 61.70 63.80 57.95
## 2020-10-23 63.75 63.75 60.10
## 2020-10-26 60.15 62.85 58.50
## 2020-10-27 58.75 60.85 56.90
## 2020-10-28 61.30 61.30 57.15
## 2020-10-29 57.05 59.35 55.00
## 2020-10-30 55.85 59.80 54.05
## 2020-11-02 54.50 57.85 52.20
## 2020-11-03 54.65 56.00 52.50
## 2020-11-04 54.05 54.60 52.25
## 2020-11-05 53.50 62.00 53.30
## 2020-11-06 58.00 58.00 55.25
## 2020-11-09 53.90 55.80 53.25
## 2020-11-10 53.60 55.60 52.30
## 2020-11-11 54.90 55.10 52.10
## 2020-11-12 52.55 54.65 52.55
## 2020-11-13 53.05 54.00 52.40
## 2020-11-14 NA NA NA
## 2020-11-17 53.15 54.30 52.20
## 2020-11-18 53.85 57.80 52.50
## 2020-11-19 57.70 57.70 54.20
## 2020-11-20 54.50 56.00 53.25
## 2020-11-23 56.45 56.45 52.25
## 2020-11-24 55.55 55.55 52.35
## 2020-11-25 53.95 56.90 52.50
## 2020-11-26 54.75 54.80 52.80
## 2020-11-27 53.85 53.95 52.50
## 2020-12-01 53.00 53.85 52.00
## 2020-12-02 52.75 53.45 52.55
## 2020-12-03 52.45 55.55 52.40
## 2020-12-04 53.05 54.00 53.00
## 2020-12-07 53.05 57.80 52.90
## 2020-12-08 56.95 57.70 53.60
## 2020-12-09 54.60 54.70 53.70
## 2020-12-10 53.85 55.70 53.50
## 2020-12-11 54.45 54.50 53.10
## 2020-12-14 55.25 58.50 53.50
## 2020-12-15 58.00 60.70 55.20
## 2020-12-16 59.25 59.80 55.05
## 2020-12-17 55.65 60.70 55.65
## 2020-12-18 59.75 59.75 56.10
## 2020-12-21 58.45 59.90 54.50
## 2020-12-22 55.40 56.40 53.20
## 2020-12-23 54.95 56.50 54.45
## 2020-12-24 56.95 58.00 55.00
## 2020-12-28 55.25 60.50 54.75
## 2020-12-29 61.30 62.00 56.40
## 2020-12-30 58.60 58.85 57.05
## 2020-12-31 60.00 60.00 57.50
## 2021-01-01 57.00 58.30 56.40
## 2021-01-04 56.85 58.40 56.55
## 2021-01-05 59.45 59.50 56.15
## 2021-01-06 57.25 63.90 57.25
## 2021-01-07 59.65 64.00 58.10
## 2021-01-08 64.50 64.50 61.10
## 2021-01-11 61.45 64.50 58.30
## 2021-01-12 62.15 64.00 61.00
## 2021-01-13 63.25 63.65 58.60
## 2021-01-14 59.35 60.70 58.80
## 2021-01-15 58.40 59.80 58.40
## 2021-01-18 58.80 60.80 57.00
## 2021-01-19 58.10 61.80 58.10
## 2021-01-20 60.95 60.95 58.55
## 2021-01-21 60.55 61.00 57.65
## 2021-01-22 59.45 59.55 57.65
## 2021-01-25 60.65 60.70 58.25
## 2021-01-27 59.05 59.10 57.50
## 2021-01-28 58.60 59.55 57.50
## 2021-01-29 58.00 59.40 57.50
## 2021-02-01 59.35 59.35 58.25
## 2021-02-02 58.35 60.00 57.50
## 2021-02-03 58.10 58.90 57.70
## 2021-02-04 58.00 58.85 57.50
## 2021-02-05 58.45 58.55 58.00
## 2021-02-08 58.25 59.80 57.55
## 2021-02-09 58.75 58.75 57.30
## 2021-02-10 57.80 58.75 57.50
## 2021-02-11 58.00 58.20 57.50
## 2021-02-12 57.60 57.85 57.50
## 2021-02-15 57.55 58.90 57.50
## 2021-02-16 59.85 59.90 57.60
## 2021-02-17 57.65 57.65 57.50
## 2021-02-18 58.20 58.20 56.00
## 2021-02-19 58.05 58.05 54.30
## 2021-02-22 56.00 56.10 53.00
## 2021-02-23 57.80 57.80 52.15
## 2021-02-24 53.65 58.75 53.30
## 2021-02-25 58.00 59.90 55.35
## 2021-02-26 58.05 59.00 56.45
## 2021-03-01 59.25 59.25 56.30
## 2021-03-02 58.90 58.90 55.50
## 2021-03-03 56.25 56.25 53.25
## 2021-03-04 54.45 56.00 51.65
## 2021-03-05 55.00 56.80 53.55
## 2021-03-08 55.35 56.55 53.25
## 2021-03-09 55.40 55.95 54.10
## 2021-03-10 54.95 56.85 54.20
## 2021-03-12 54.65 55.95 54.60
## 2021-03-15 56.00 57.90 55.65
## 2021-03-16 55.45 56.80 55.45
## 2021-03-17 56.80 56.80 55.15
## 2021-03-18 56.35 56.65 53.30
## 2021-03-19 52.55 53.95 50.20
## 2021-03-22 52.30 54.45 51.85
## 2021-03-23 52.05 52.35 51.00
## 2021-03-24 51.55 51.75 50.35
## 2021-03-25 50.50 50.50 43.95
## 2021-03-26 48.90 55.50 48.00
## 2021-03-30 51.00 51.00 47.45
## 2021-03-31 50.90 50.90 48.65
## 2021-04-01 50.85 51.50 49.30
## 2021-04-05 51.75 51.75 48.35
## 2021-04-06 50.55 50.60 49.00
## 2021-04-07 48.35 50.65 47.20
## 2021-04-08 50.10 50.10 48.30
## 2021-04-09 48.30 51.00 48.30
## 2021-04-12 50.00 50.50 46.00
## 2021-04-13 47.45 48.00 47.25
## 2021-04-15 47.75 48.75 46.95
## 2021-04-16 47.15 48.75 47.00
## 2021-04-19 46.40 46.90 45.70
## 2021-04-20 46.55 48.95 46.50
## 2021-04-22 48.95 49.70 47.90
## 2021-04-23 50.00 50.00 47.95
## 2021-04-26 48.30 50.80 47.20
## 2021-04-27 49.00 49.70 48.30
## 2021-04-28 49.75 49.80 48.50
## 2021-04-29 49.70 50.00 48.95
## 2021-04-30 49.85 50.25 48.60
## 2021-05-03 49.25 50.35 48.50
## 2021-05-04 50.95 50.95 48.90
## 2021-05-05 48.95 49.85 48.05
## 2021-05-06 48.10 58.65 48.10
## 2021-05-07 53.20 55.95 51.00
## 2021-05-10 53.40 53.40 48.20
## 2021-05-11 49.40 50.15 48.00
## 2021-05-12 49.15 51.95 49.10
## 2021-05-14 50.25 51.80 48.15
## 2021-05-17 49.90 50.65 49.10
## 2021-05-18 50.60 51.90 47.10
## 2021-05-19 51.90 52.50 46.30
## 2021-05-20 51.30 52.50 50.35
## 2021-05-21 52.00 61.70 49.35
## 2021-05-24 59.90 60.80 55.30
## 2021-05-25 58.00 58.00 52.00
## 2021-05-26 55.40 57.75 53.25
## 2021-05-27 57.40 58.50 55.85
## 2021-05-28 55.45 56.75 53.85
## 2021-05-31 57.40 57.40 54.40
## 2021-06-01 54.60 55.55 53.25
## 2021-06-02 53.55 56.00 53.25
## 2021-06-03 56.80 59.95 54.10
## 2021-06-04 58.50 61.25 56.80
## 2021-06-07 61.40 61.40 59.00
## 2021-06-08 60.00 60.20 58.20
## 2021-06-09 58.05 59.15 57.00
## 2021-06-10 57.25 59.50 57.20
## 2021-06-11 58.00 58.95 57.20
## 2021-06-14 57.30 59.15 56.50
## 2021-06-15 56.75 57.75 55.25
## 2021-06-16 56.05 57.90 55.40
## 2021-06-17 55.50 57.45 55.15
## 2021-06-18 55.60 56.80 55.00
## 2021-06-21 56.40 56.45 55.00
## 2021-06-22 57.50 57.50 55.00
## 2021-06-23 56.40 56.40 55.20
## 2021-06-24 56.55 57.00 55.35
## 2021-06-25 57.20 57.20 55.00
## 2021-06-28 55.40 56.25 55.00
## 2021-06-29 55.75 60.95 55.15
## 2021-06-30 59.70 59.70 57.00
## 2021-07-01 57.85 58.60 56.55
## 2021-07-02 56.55 58.95 56.20
## 2021-07-05 56.30 60.50 56.00
## 2021-07-06 61.55 62.00 57.60
## 2021-07-07 58.60 59.90 57.85
## 2021-07-08 59.90 61.20 58.05
## 2021-07-09 58.75 61.00 57.65
## 2021-07-12 60.60 60.60 57.40
## 2021-07-13 59.00 59.50 57.95
## 2021-07-14 58.80 59.20 57.00
## 2021-07-15 58.85 69.70 57.15
## 2021-07-16 71.70 79.45 67.05
## 2021-07-19 70.00 71.95 68.00
## 2021-07-20 69.80 69.80 64.25
## 2021-07-22 65.50 77.70 65.50
## 2021-07-23 84.40 91.90 78.10
## BANARBEADS.NS.Close BANARBEADS.NS.Volume BANARBEADS.NS.Adjusted
## 2020-01-01 30.20 280 30.20
## 2020-01-02 31.60 3299 31.60
## 2020-01-03 31.50 2456 31.50
## 2020-01-06 29.60 22 29.60
## 2020-01-07 32.00 2954 32.00
## 2020-01-08 32.00 0 32.00
## 2020-01-09 32.20 1431 32.20
## 2020-01-10 32.50 1582 32.50
## 2020-01-13 34.50 3487 34.50
## 2020-01-14 35.10 1230 35.10
## 2020-01-15 33.25 5312 33.25
## 2020-01-16 34.75 3125 34.75
## 2020-01-17 35.90 2592 35.90
## 2020-01-20 35.55 4204 35.55
## 2020-01-21 35.60 1755 35.60
## 2020-01-22 36.00 1393 36.00
## 2020-01-23 34.30 1357 34.30
## 2020-01-24 34.40 615 34.40
## 2020-01-27 34.00 838 34.00
## 2020-01-28 34.40 3669 34.40
## 2020-01-29 33.50 286 33.50
## 2020-01-30 33.80 1185 33.80
## 2020-01-31 37.15 11295 37.15
## 2020-02-03 36.30 41749 36.30
## 2020-02-04 36.40 13157 36.40
## 2020-02-05 34.90 2542 34.90
## 2020-02-06 35.65 8853 35.65
## 2020-02-07 35.10 565 35.10
## 2020-02-10 34.95 1636 34.95
## 2020-02-11 34.50 897 34.50
## 2020-02-12 36.20 5777 36.20
## 2020-02-13 35.50 511 35.50
## 2020-02-14 36.00 373 36.00
## 2020-02-17 35.05 1063 35.05
## 2020-02-18 34.25 463 34.25
## 2020-02-19 35.30 4113 35.30
## 2020-02-20 34.50 2281 34.50
## 2020-02-24 33.60 1675 33.60
## 2020-02-25 33.40 73 33.40
## 2020-02-26 33.25 2599 33.25
## 2020-02-27 33.15 563 33.15
## 2020-02-28 31.05 2244 31.05
## 2020-03-02 30.90 3043 30.90
## 2020-03-03 31.70 5463 31.70
## 2020-03-04 31.80 382 31.80
## 2020-03-05 33.10 1106 33.10
## 2020-03-06 33.30 3540 33.30
## 2020-03-09 32.00 1615 32.00
## 2020-03-11 31.75 5087 31.75
## 2020-03-12 28.00 6669 28.00
## 2020-03-13 27.00 5758 27.00
## 2020-03-16 27.50 270 27.50
## 2020-03-17 27.70 4607 27.70
## 2020-03-18 31.25 12455 31.25
## 2020-03-19 29.05 1056 29.05
## 2020-03-20 28.55 1680 28.55
## 2020-03-23 27.30 924 27.30
## 2020-03-24 28.65 7257 28.65
## 2020-03-25 27.55 2461 27.55
## 2020-03-26 29.95 292 29.95
## 2020-03-27 28.50 2198 28.50
## 2020-03-30 29.90 1284 29.90
## 2020-03-31 29.45 397 29.45
## 2020-04-01 32.15 243 32.15
## 2020-04-03 28.65 4801 28.65
## 2020-04-07 31.50 1514 31.50
## 2020-04-08 29.75 160 29.75
## 2020-04-09 30.15 3493 30.15
## 2020-04-13 30.00 1314 30.00
## 2020-04-15 29.80 2039 29.80
## 2020-04-16 31.60 2624 31.60
## 2020-04-17 30.80 627 30.80
## 2020-04-20 32.95 103 32.95
## 2020-04-21 30.60 810 30.60
## 2020-04-22 30.60 9 30.60
## 2020-04-23 31.35 2595 31.35
## 2020-04-24 30.90 2062 30.90
## 2020-04-27 32.50 508 32.50
## 2020-04-28 30.55 693 30.55
## 2020-04-29 31.00 1157 31.00
## 2020-04-30 30.50 253 30.50
## 2020-05-04 30.90 8190 30.90
## 2020-05-05 32.00 149 32.00
## 2020-05-06 32.45 361 32.45
## 2020-05-07 32.10 24 32.10
## 2020-05-08 32.00 729 32.00
## 2020-05-11 32.00 2923 32.00
## 2020-05-12 32.00 347 32.00
## 2020-05-13 33.30 218 33.30
## 2020-05-14 32.05 531 32.05
## 2020-05-15 32.00 289 32.00
## 2020-05-18 32.80 125 32.80
## 2020-05-19 32.05 21 32.05
## 2020-05-20 32.25 364 32.25
## 2020-05-21 33.25 524 33.25
## 2020-05-22 33.15 1 33.15
## 2020-05-26 33.05 574 33.05
## 2020-05-27 33.25 1141 33.25
## 2020-05-28 33.50 1301 33.50
## 2020-05-29 33.35 112 33.35
## 2020-06-01 32.80 718 32.80
## 2020-06-02 32.75 1377 32.75
## 2020-06-03 32.95 3136 32.95
## 2020-06-04 33.35 562 33.35
## 2020-06-05 33.75 582 33.75
## 2020-06-08 33.75 1628 33.75
## 2020-06-09 34.00 410 34.00
## 2020-06-10 34.50 2562 34.50
## 2020-06-11 33.60 1491 33.60
## 2020-06-12 34.45 947 34.45
## 2020-06-15 34.95 1550 34.95
## 2020-06-16 34.75 1580 34.75
## 2020-06-17 34.95 1330 34.95
## 2020-06-18 36.65 8127 36.65
## 2020-06-19 43.95 128743 43.95
## 2020-06-22 46.50 235238 46.50
## 2020-06-23 43.40 25617 43.40
## 2020-06-24 42.00 13151 42.00
## 2020-06-25 40.05 5651 40.05
## 2020-06-26 40.40 7866 40.40
## 2020-06-29 38.60 8869 38.60
## 2020-06-30 46.30 46783 46.30
## 2020-07-01 42.40 83617 42.40
## 2020-07-02 43.60 10636 43.60
## 2020-07-03 43.05 22926 43.05
## 2020-07-06 42.85 18590 42.85
## 2020-07-07 41.20 5557 41.20
## 2020-07-08 41.10 16674 41.10
## 2020-07-09 41.30 11641 41.30
## 2020-07-10 41.00 15942 41.00
## 2020-07-13 40.65 5757 40.65
## 2020-07-14 39.25 2058 39.25
## 2020-07-15 38.75 2776 38.75
## 2020-07-16 39.70 6613 39.70
## 2020-07-17 41.25 6593 41.25
## 2020-07-20 40.30 25329 40.30
## 2020-07-21 40.75 7265 40.75
## 2020-07-22 41.05 13608 41.05
## 2020-07-23 40.15 1441 40.15
## 2020-07-24 42.75 55630 42.75
## 2020-07-27 40.85 16622 40.85
## 2020-07-28 40.40 1331 40.40
## 2020-07-29 39.50 3153 39.50
## 2020-07-30 41.35 35321 41.35
## 2020-07-31 41.00 8748 41.00
## 2020-08-03 42.60 46060 42.60
## 2020-08-04 43.45 35984 43.45
## 2020-08-05 42.80 13203 42.80
## 2020-08-06 42.30 7073 42.30
## 2020-08-07 42.75 1976 42.75
## 2020-08-10 42.95 8051 42.95
## 2020-08-11 45.35 71360 45.35
## 2020-08-12 44.00 16311 44.00
## 2020-08-13 44.00 8760 44.00
## 2020-08-14 44.45 10561 44.45
## 2020-08-17 47.40 96315 47.40
## 2020-08-18 51.05 82688 51.05
## 2020-08-19 53.70 78428 53.70
## 2020-08-20 64.40 298640 64.40
## 2020-08-21 60.05 217595 60.05
## 2020-08-24 57.70 26632 57.70
## 2020-08-25 53.60 28249 53.60
## 2020-08-26 52.15 12174 52.15
## 2020-08-27 52.80 13703 52.80
## 2020-08-28 53.55 6196 53.55
## 2020-08-31 50.15 15692 50.15
## 2020-09-01 50.15 6815 50.15
## 2020-09-02 50.50 1540 50.50
## 2020-09-03 50.90 4303 50.90
## 2020-09-04 52.60 34888 52.60
## 2020-09-07 52.25 4329 52.25
## 2020-09-08 51.25 3442 51.25
## 2020-09-09 52.20 16580 52.20
## 2020-09-10 51.45 2535 51.45
## 2020-09-11 51.05 3882 51.05
## 2020-09-14 51.65 8974 51.65
## 2020-09-15 51.70 2039 51.70
## 2020-09-16 51.40 1004 51.40
## 2020-09-17 52.75 4778 52.75
## 2020-09-18 53.80 7877 53.80
## 2020-09-21 54.45 9103 54.45
## 2020-09-22 52.10 11386 52.10
## 2020-09-23 52.15 9472 52.15
## 2020-09-24 52.10 5432 52.10
## 2020-09-25 52.10 1548 52.10
## 2020-09-28 52.55 1272 52.55
## 2020-09-29 52.90 645 52.90
## 2020-09-30 52.00 5895 52.00
## 2020-10-01 52.10 1892 52.10
## 2020-10-05 52.05 2591 52.05
## 2020-10-06 53.45 26885 53.45
## 2020-10-07 53.50 6269 53.50
## 2020-10-08 52.60 1169 52.60
## 2020-10-09 55.30 39523 55.30
## 2020-10-12 58.20 47162 58.20
## 2020-10-13 61.00 34449 61.00
## 2020-10-14 65.25 60148 65.25
## 2020-10-15 62.75 51825 62.75
## 2020-10-16 66.95 243217 66.95
## 2020-10-19 65.20 74880 65.20
## 2020-10-20 63.40 9004 63.40
## 2020-10-21 61.80 20058 61.80
## 2020-10-22 61.80 19104 61.80
## 2020-10-23 61.35 3027 61.35
## 2020-10-26 59.25 3934 59.25
## 2020-10-27 58.45 5038 58.45
## 2020-10-28 58.00 2132 58.00
## 2020-10-29 55.05 6413 55.05
## 2020-10-30 56.95 5787 56.95
## 2020-11-02 53.90 7377 53.90
## 2020-11-03 54.00 6764 54.00
## 2020-11-04 52.80 1265 52.80
## 2020-11-05 57.30 127352 57.30
## 2020-11-06 55.80 5750 55.80
## 2020-11-09 53.60 5006 53.60
## 2020-11-10 53.55 3785 53.55
## 2020-11-11 53.20 10401 53.20
## 2020-11-12 54.30 2093 54.30
## 2020-11-13 53.15 2690 53.15
## 2020-11-14 NA NA NA
## 2020-11-17 53.75 6289 53.75
## 2020-11-18 57.20 15765 57.20
## 2020-11-19 54.80 5752 54.80
## 2020-11-20 54.45 8637 54.45
## 2020-11-23 52.75 19795 52.75
## 2020-11-24 53.05 27121 53.05
## 2020-11-25 53.70 61960 53.70
## 2020-11-26 52.85 7415 52.85
## 2020-11-27 52.95 9409 52.95
## 2020-12-01 52.55 12786 52.55
## 2020-12-02 52.95 5761 52.95
## 2020-12-03 53.20 7922 53.20
## 2020-12-04 53.15 3893 53.15
## 2020-12-07 55.75 71111 55.75
## 2020-12-08 54.00 19504 54.00
## 2020-12-09 53.75 6624 53.75
## 2020-12-10 53.55 12054 53.55
## 2020-12-11 53.65 11601 53.65
## 2020-12-14 57.70 127843 57.70
## 2020-12-15 58.20 40801 58.20
## 2020-12-16 56.95 16011 56.95
## 2020-12-17 58.00 173570 58.00
## 2020-12-18 57.50 21791 57.50
## 2020-12-21 55.15 22698 55.15
## 2020-12-22 54.40 18929 54.40
## 2020-12-23 55.55 5316 55.55
## 2020-12-24 55.15 6886 55.15
## 2020-12-28 59.55 82118 59.55
## 2020-12-29 58.55 50821 58.55
## 2020-12-30 57.30 4642 57.30
## 2020-12-31 57.60 12148 57.60
## 2021-01-01 56.85 9403 56.85
## 2021-01-04 57.95 14386 57.95
## 2021-01-05 57.85 7631 57.85
## 2021-01-06 59.95 173499 59.95
## 2021-01-07 61.50 69234 61.50
## 2021-01-08 62.45 20888 62.45
## 2021-01-11 62.15 84785 62.15
## 2021-01-12 61.25 18801 61.25
## 2021-01-13 59.35 26944 59.35
## 2021-01-14 59.60 7859 59.60
## 2021-01-15 59.40 7832 59.40
## 2021-01-18 58.55 13369 58.55
## 2021-01-19 60.05 27488 60.05
## 2021-01-20 58.90 4945 58.90
## 2021-01-21 58.35 19144 58.35
## 2021-01-22 58.25 10000 58.25
## 2021-01-25 58.25 4448 58.25
## 2021-01-27 57.60 6415 57.60
## 2021-01-28 57.55 12232 57.55
## 2021-01-29 58.15 27414 58.15
## 2021-02-01 58.60 12001 58.60
## 2021-02-02 57.90 13177 57.90
## 2021-02-03 57.90 5878 57.90
## 2021-02-04 57.65 4131 57.65
## 2021-02-05 58.00 6182 58.00
## 2021-02-08 58.10 15441 58.10
## 2021-02-09 57.55 12544 57.55
## 2021-02-10 57.55 6720 57.55
## 2021-02-11 57.65 3892 57.65
## 2021-02-12 57.50 3307 57.50
## 2021-02-15 57.55 5630 57.55
## 2021-02-16 57.70 3745 57.70
## 2021-02-17 57.55 7018 57.55
## 2021-02-18 56.50 11795 56.50
## 2021-02-19 55.90 6334 55.90
## 2021-02-22 54.25 8832 54.25
## 2021-02-23 54.55 5192 54.55
## 2021-02-24 57.90 17399 57.90
## 2021-02-25 58.45 26569 58.45
## 2021-02-26 58.25 10492 58.25
## 2021-03-01 56.95 8560 56.95
## 2021-03-02 55.85 20100 55.85
## 2021-03-03 54.40 11679 54.40
## 2021-03-04 54.55 6204 54.55
## 2021-03-05 54.80 9511 54.80
## 2021-03-08 55.25 27599 55.25
## 2021-03-09 54.70 5216 54.70
## 2021-03-10 55.10 13871 55.10
## 2021-03-12 55.00 3483 55.00
## 2021-03-15 56.45 23456 56.45
## 2021-03-16 55.95 8509 55.95
## 2021-03-17 55.40 2751 55.40
## 2021-03-18 53.65 6499 53.65
## 2021-03-19 51.85 5663 51.85
## 2021-03-22 52.30 4369 52.30
## 2021-03-23 51.85 4869 51.85
## 2021-03-24 51.00 3652 51.00
## 2021-03-25 46.65 17699 46.65
## 2021-03-26 50.20 44482 50.20
## 2021-03-30 48.60 5462 48.60
## 2021-03-31 49.70 5692 49.70
## 2021-04-01 50.30 5039 50.30
## 2021-04-05 49.15 9435 49.15
## 2021-04-06 49.00 1384 49.00
## 2021-04-07 48.15 4071 48.15
## 2021-04-08 49.65 5272 49.65
## 2021-04-09 49.00 7711 49.00
## 2021-04-12 46.25 4952 46.25
## 2021-04-13 47.50 921 47.50
## 2021-04-15 47.35 1437 47.35
## 2021-04-16 47.20 1476 47.20
## 2021-04-19 46.40 1799 46.40
## 2021-04-20 46.95 1798 46.95
## 2021-04-22 48.75 5679 48.75
## 2021-04-23 49.10 4357 49.10
## 2021-04-26 47.70 4158 47.70
## 2021-04-27 48.35 1452 48.35
## 2021-04-28 49.75 2070 49.75
## 2021-04-29 48.95 1253 48.95
## 2021-04-30 49.30 3519 49.30
## 2021-05-03 49.50 1692 49.50
## 2021-05-04 49.05 3730 49.05
## 2021-05-05 48.90 2363 48.90
## 2021-05-06 51.50 111228 51.50
## 2021-05-07 51.60 29314 51.60
## 2021-05-10 49.95 17906 49.95
## 2021-05-11 49.10 13047 49.10
## 2021-05-12 50.20 11152 50.20
## 2021-05-14 48.95 7752 48.95
## 2021-05-17 50.55 2597 50.55
## 2021-05-18 50.90 17254 50.90
## 2021-05-19 50.30 13288 50.30
## 2021-05-20 51.45 5891 51.45
## 2021-05-21 58.15 715222 58.15
## 2021-05-24 56.95 70103 56.95
## 2021-05-25 53.95 74084 53.95
## 2021-05-26 55.75 110044 55.75
## 2021-05-27 57.25 65784 57.25
## 2021-05-28 56.35 81433 56.35
## 2021-05-31 54.60 21323 54.60
## 2021-06-01 54.05 14276 54.05
## 2021-06-02 55.05 19871 55.05
## 2021-06-03 57.95 156908 57.95
## 2021-06-04 58.70 117635 58.70
## 2021-06-07 59.25 36776 59.25
## 2021-06-08 58.45 18965 58.45
## 2021-06-09 57.40 10438 57.40
## 2021-06-10 58.35 11949 58.35
## 2021-06-11 57.30 11899 57.30
## 2021-06-14 56.95 7355 56.95
## 2021-06-15 56.50 26751 56.50
## 2021-06-16 56.00 10496 56.00
## 2021-06-17 55.30 12076 55.30
## 2021-06-18 55.40 12228 55.40
## 2021-06-21 55.10 8731 55.10
## 2021-06-22 56.05 14192 56.05
## 2021-06-23 55.50 4776 55.50
## 2021-06-24 55.70 11822 55.70
## 2021-06-25 55.55 13189 55.55
## 2021-06-28 55.45 8383 55.45
## 2021-06-29 58.25 140669 58.25
## 2021-06-30 57.65 20280 57.65
## 2021-07-01 57.10 6781 57.10
## 2021-07-02 56.65 18322 56.65
## 2021-07-05 59.90 70985 59.90
## 2021-07-06 58.60 34167 58.60
## 2021-07-07 58.30 14527 58.30
## 2021-07-08 59.45 14800 59.45
## 2021-07-09 58.50 12528 58.50
## 2021-07-12 58.20 12386 58.20
## 2021-07-13 58.65 13403 58.65
## 2021-07-14 58.10 23727 58.10
## 2021-07-15 69.45 1263117 69.45
## 2021-07-16 72.30 882066 72.30
## 2021-07-19 68.55 106588 68.55
## 2021-07-20 64.75 69982 64.75
## 2021-07-22 77.70 418013 77.70
## 2021-07-23 84.85 1413394 84.85Dataset is loaded and R automatically converts into data.frame where in excel we have use edit each time wasting of our time but fall small dataset analysis detailed calculation excel is also powerful and i also know Advance excel and completed course and certificate intiative taken by Bangalore University.
Now we will clean the data for that lets load some packages and clean the data.
install.packages('here', repos = "http://cran.us.r-project.org")## Installing package into 'C:/Users/user/Documents/R/win-library/4.1'
## (as 'lib' is unspecified)## package 'here' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\user\AppData\Local\Temp\RtmpmoKVIE\downloaded_packagesinstall.packages('skimr', repos = "http://cran.us.r-project.org")## Installing package into 'C:/Users/user/Documents/R/win-library/4.1'
## (as 'lib' is unspecified)## package 'skimr' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\user\AppData\Local\Temp\RtmpmoKVIE\downloaded_packagesinstall.packages('janitor', repos = "http://cran.us.r-project.org")## Installing package into 'C:/Users/user/Documents/R/win-library/4.1'
## (as 'lib' is unspecified)## package 'janitor' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\user\AppData\Local\Temp\RtmpmoKVIE\downloaded_packageslibrary(here)## here() starts at C:/Users/user/Desktop##
## Attaching package: 'here'## The following object is masked from 'package:plyr':
##
## herelibrary(skimr)
library(janitor)##
## Attaching package: 'janitor'## The following objects are masked from 'package:stats':
##
## chisq.test, fisher.testlets clean the Data.Frame
na.omit(data)## ASIANPAINT.NS.Open ASIANPAINT.NS.High ASIANPAINT.NS.Low
## 2020-01-01 1790.20 1802.55 1783.20
## 2020-01-02 1791.00 1799.90 1783.40
## 2020-01-03 1779.80 1779.80 1747.05
## 2020-01-06 1737.95 1738.00 1694.00
## 2020-01-07 1711.00 1740.50 1711.00
## 2020-01-08 1696.00 1736.00 1695.00
## 2020-01-09 1763.00 1775.00 1741.00
## 2020-01-10 1772.00 1797.30 1760.00
## 2020-01-13 1799.00 1807.95 1794.35
## 2020-01-14 1805.00 1821.65 1804.80
## 2020-01-15 1817.50 1845.00 1810.10
## 2020-01-16 1835.95 1848.00 1828.75
## 2020-01-17 1835.60 1838.90 1815.00
## 2020-01-20 1838.00 1862.25 1833.60
## 2020-01-21 1839.95 1842.55 1793.85
## 2020-01-22 1815.00 1818.70 1766.85
## 2020-01-23 1779.00 1789.00 1757.10
## 2020-01-24 1783.65 1799.90 1780.25
## 2020-01-27 1787.00 1805.75 1780.00
## 2020-01-28 1794.00 1794.00 1773.00
## 2020-01-29 1787.00 1803.85 1781.00
## 2020-01-30 1800.00 1808.90 1786.00
## 2020-01-31 1810.00 1824.00 1788.70
## 2020-02-03 1768.80 1872.90 1765.00
## 2020-02-04 1870.00 1896.75 1855.05
## 2020-02-05 1889.00 1890.00 1866.15
## 2020-02-06 1878.00 1882.40 1845.00
## 2020-02-07 1856.80 1876.50 1850.60
## 2020-02-10 1867.00 1872.75 1837.20
## 2020-02-11 1880.00 1894.50 1872.75
## 2020-02-12 1880.00 1916.70 1878.20
## 2020-02-13 1889.00 1901.95 1868.05
## 2020-02-14 1876.50 1899.65 1870.00
## 2020-02-17 1879.90 1893.50 1870.60
## 2020-02-18 1879.90 1879.90 1861.00
## 2020-02-19 1870.10 1892.75 1851.35
## 2020-02-20 1883.00 1886.00 1839.05
## 2020-02-24 1845.25 1853.00 1814.00
## 2020-02-25 1838.40 1843.55 1820.20
## 2020-02-26 1826.00 1845.00 1820.00
## 2020-02-27 1829.85 1852.00 1810.45
## 2020-02-28 1820.00 1842.10 1783.15
## 2020-03-02 1815.10 1837.45 1769.25
## 2020-03-03 1780.05 1818.00 1767.00
## 2020-03-04 1804.05 1857.45 1804.05
## 2020-03-05 1854.00 1882.00 1852.10
## 2020-03-06 1840.00 1884.40 1835.00
## 2020-03-09 1888.00 1915.90 1848.00
## 2020-03-11 1874.95 1905.00 1851.50
## 2020-03-12 1864.95 1874.80 1815.00
## 2020-03-13 1785.00 1843.75 1669.85
## 2020-03-16 1777.00 1777.00 1678.15
## 2020-03-17 1699.00 1779.80 1670.00
## 2020-03-18 1732.00 1758.55 1608.00
## 2020-03-19 1540.00 1653.95 1431.20
## 2020-03-20 1610.00 1757.40 1570.55
## 2020-03-23 1578.60 1650.00 1490.75
## 2020-03-24 1556.55 1598.00 1453.25
## 2020-03-25 1446.55 1605.35 1446.00
## 2020-03-26 1605.00 1650.00 1574.00
## 2020-03-27 1664.80 1665.25 1550.20
## 2020-03-30 1591.15 1619.50 1559.05
## 2020-03-31 1625.00 1690.00 1601.80
## 2020-04-01 1650.05 1655.00 1584.25
## 2020-04-03 1615.10 1616.00 1517.25
## 2020-04-07 1540.00 1635.00 1538.00
## 2020-04-08 1623.80 1687.80 1600.00
## 2020-04-09 1640.00 1678.90 1618.95
## 2020-04-13 1646.00 1703.65 1602.85
## 2020-04-15 1703.65 1736.75 1683.80
## 2020-04-16 1691.00 1752.30 1684.75
## 2020-04-17 1763.00 1783.70 1727.10
## 2020-04-20 1758.25 1758.65 1705.65
## 2020-04-21 1710.00 1753.95 1700.00
## 2020-04-22 1717.10 1822.00 1712.25
## 2020-04-23 1807.00 1845.40 1801.05
## 2020-04-24 1815.05 1842.80 1814.00
## 2020-04-27 1840.00 1859.80 1818.10
## 2020-04-28 1847.20 1864.00 1806.30
## 2020-04-29 1846.90 1847.00 1755.90
## 2020-04-30 1795.00 1797.00 1741.00
## 2020-05-04 1718.00 1751.00 1671.50
## 2020-05-05 1681.00 1692.90 1578.25
## 2020-05-06 1615.00 1638.70 1577.00
## 2020-05-07 1609.95 1628.70 1545.20
## 2020-05-08 1611.80 1638.00 1570.00
## 2020-05-11 1583.00 1599.00 1555.00
## 2020-05-12 1539.00 1543.75 1512.00
## 2020-05-13 1579.80 1579.80 1533.35
## 2020-05-14 1553.30 1557.60 1517.00
## 2020-05-15 1529.00 1560.00 1510.00
## 2020-05-18 1558.00 1558.55 1498.10
## 2020-05-19 1510.00 1516.95 1482.95
## 2020-05-20 1503.95 1514.00 1492.65
## 2020-05-21 1503.00 1583.50 1501.00
## 2020-05-22 1568.80 1625.00 1555.40
## 2020-05-26 1625.00 1656.95 1620.00
## 2020-05-27 1631.00 1636.85 1595.95
## 2020-05-28 1622.00 1656.95 1615.25
## 2020-05-29 1639.00 1699.00 1633.10
## 2020-06-01 1706.50 1711.90 1681.50
## 2020-06-02 1693.25 1733.00 1680.00
## 2020-06-03 1724.00 1744.00 1705.85
## 2020-06-04 1716.45 1719.60 1627.00
## 2020-06-05 1650.00 1659.35 1621.00
## 2020-06-08 1657.00 1666.00 1629.00
## 2020-06-09 1640.00 1695.00 1636.75
## 2020-06-10 1648.00 1675.10 1627.90
## 2020-06-11 1635.95 1646.00 1607.00
## 2020-06-12 1580.00 1642.95 1577.50
## 2020-06-15 1629.00 1650.65 1602.10
## 2020-06-16 1639.00 1640.25 1607.65
## 2020-06-17 1607.55 1622.65 1590.40
## 2020-06-18 1595.40 1612.20 1587.30
## 2020-06-19 1597.80 1630.00 1591.05
## 2020-06-22 1633.00 1673.50 1624.00
## 2020-06-23 1659.85 1689.00 1641.00
## 2020-06-24 1684.00 1813.75 1684.00
## 2020-06-25 1740.00 1747.00 1683.15
## 2020-06-26 1710.00 1710.35 1670.70
## 2020-06-29 1687.00 1708.45 1674.05
## 2020-06-30 1708.90 1718.00 1681.65
## 2020-07-01 1698.00 1698.00 1680.05
## 2020-07-02 1700.00 1704.00 1660.10
## 2020-07-03 1695.40 1720.00 1690.00
## 2020-07-06 1708.95 1712.00 1692.15
## 2020-07-07 1708.95 1749.90 1705.85
## 2020-07-08 1750.00 1761.80 1680.05
## 2020-07-09 1694.00 1722.00 1692.10
## 2020-07-10 1707.95 1711.00 1695.20
## 2020-07-13 1708.00 1732.90 1700.00
## 2020-07-14 1705.65 1718.00 1682.10
## 2020-07-15 1700.00 1713.60 1663.30
## 2020-07-16 1679.80 1697.10 1645.10
## 2020-07-17 1695.00 1742.50 1689.75
## 2020-07-20 1727.00 1757.35 1720.25
## 2020-07-21 1761.00 1771.75 1719.00
## 2020-07-22 1724.25 1736.40 1691.00
## 2020-07-23 1690.00 1740.00 1687.00
## 2020-07-24 1724.00 1727.00 1682.00
## 2020-07-27 1717.20 1788.00 1717.20
## 2020-07-28 1779.00 1792.65 1751.05
## 2020-07-29 1770.00 1779.90 1730.00
## 2020-07-30 1752.00 1778.00 1728.10
## 2020-07-31 1754.00 1770.90 1710.40
## 2020-08-03 1729.00 1735.00 1697.50
## 2020-08-04 1719.00 1735.00 1708.55
## 2020-08-05 1718.00 1741.95 1712.50
## 2020-08-06 1732.05 1752.10 1720.10
## 2020-08-07 1727.55 1816.90 1725.70
## 2020-08-10 1810.00 1824.30 1777.00
## 2020-08-11 1800.00 1837.80 1780.00
## 2020-08-12 1789.95 1806.00 1772.00
## 2020-08-13 1806.40 1815.00 1788.00
## 2020-08-14 1818.70 1830.00 1795.50
## 2020-08-17 1820.00 1842.50 1801.85
## 2020-08-18 1831.00 1884.00 1831.00
## 2020-08-19 1890.00 1902.40 1872.55
## 2020-08-20 1867.95 1880.00 1857.05
## 2020-08-21 1887.90 1973.25 1880.75
## 2020-08-24 1958.00 1996.00 1940.00
## 2020-08-25 1964.25 2016.85 1964.00
## 2020-08-26 2000.95 2009.00 1955.50
## 2020-08-27 1980.90 2009.00 1970.05
## 2020-08-28 1994.00 1997.00 1953.30
## 2020-08-31 1977.00 1983.90 1881.25
## 2020-09-01 1925.00 1988.00 1907.75
## 2020-09-02 1977.95 1997.00 1925.00
## 2020-09-03 1950.20 1987.85 1945.00
## 2020-09-04 1958.00 1993.70 1951.00
## 2020-09-07 1965.00 2003.65 1948.10
## 2020-09-08 1987.50 2001.95 1952.00
## 2020-09-09 1960.35 1993.90 1958.00
## 2020-09-10 1985.05 2069.70 1981.00
## 2020-09-11 2063.00 2069.95 2022.00
## 2020-09-14 2050.00 2054.00 2005.00
## 2020-09-15 2045.00 2049.55 2009.05
## 2020-09-16 2027.00 2027.00 1994.15
## 2020-09-17 2000.00 2045.00 2000.00
## 2020-09-18 2026.30 2044.35 2015.00
## 2020-09-21 2036.40 2057.00 1962.30
## 2020-09-22 1990.20 1995.70 1926.35
## 2020-09-23 1940.00 1990.00 1928.30
## 2020-09-24 1941.55 1945.00 1907.75
## 2020-09-25 1925.25 1955.00 1908.00
## 2020-09-28 1938.00 1958.00 1930.00
## 2020-09-29 1960.00 1989.95 1954.00
## 2020-09-30 1966.10 2004.00 1958.15
## 2020-10-01 2007.00 2049.35 1992.05
## 2020-10-05 2040.45 2042.70 2011.00
## 2020-10-06 2050.00 2097.90 2045.10
## 2020-10-07 2080.00 2118.80 2073.95
## 2020-10-08 2104.50 2107.95 2072.05
## 2020-10-09 2094.00 2108.90 2045.15
## 2020-10-12 2067.90 2086.45 2041.25
## 2020-10-13 2077.00 2114.00 2054.05
## 2020-10-14 2070.00 2085.50 2055.00
## 2020-10-15 2070.00 2124.00 2066.05
## 2020-10-16 2089.95 2090.00 2055.55
## 2020-10-19 2079.95 2079.95 2056.50
## 2020-10-20 2077.90 2131.80 2067.35
## 2020-10-21 2130.00 2143.85 2081.25
## 2020-10-22 2114.20 2116.85 2076.80
## 2020-10-23 2113.50 2129.40 2096.00
## 2020-10-26 2116.35 2116.35 2070.05
## 2020-10-27 2085.00 2207.35 2085.00
## 2020-10-28 2199.80 2218.55 2150.15
## 2020-10-29 2162.00 2233.25 2161.10
## 2020-10-30 2210.10 2242.85 2195.50
## 2020-11-02 2198.00 2225.90 2166.10
## 2020-11-03 2193.90 2193.90 2146.75
## 2020-11-04 2160.00 2213.85 2156.00
## 2020-11-05 2190.00 2245.70 2183.65
## 2020-11-06 2233.95 2248.00 2202.50
## 2020-11-09 2249.00 2249.00 2214.15
## 2020-11-10 2225.20 2238.55 2189.00
## 2020-11-11 2205.00 2223.00 2157.30
## 2020-11-12 2172.00 2201.75 2162.00
## 2020-11-13 2180.50 2206.55 2172.00
## 2020-11-17 2206.40 2221.90 2182.00
## 2020-11-18 2185.00 2210.00 2166.10
## 2020-11-19 2175.00 2195.00 2156.70
## 2020-11-20 2163.35 2190.05 2160.55
## 2020-11-23 2160.55 2196.95 2138.80
## 2020-11-24 2192.90 2231.00 2191.00
## 2020-11-25 2197.25 2208.70 2150.00
## 2020-11-26 2160.00 2177.45 2117.15
## 2020-11-27 2170.00 2244.60 2165.00
## 2020-12-01 2275.00 2275.00 2206.20
## 2020-12-02 2241.00 2325.95 2236.00
## 2020-12-03 2340.00 2421.85 2316.25
## 2020-12-04 2400.00 2445.00 2375.00
## 2020-12-07 2440.00 2478.80 2437.00
## 2020-12-08 2470.55 2484.20 2427.95
## 2020-12-09 2450.00 2532.10 2447.00
## 2020-12-10 2515.95 2552.00 2501.00
## 2020-12-11 2516.00 2536.90 2495.00
## 2020-12-14 2530.00 2553.90 2521.00
## 2020-12-15 2535.00 2538.60 2502.50
## 2020-12-16 2540.00 2587.90 2537.60
## 2020-12-17 2569.00 2603.35 2557.00
## 2020-12-18 2577.00 2636.00 2575.55
## 2020-12-21 2595.45 2602.30 2539.10
## 2020-12-22 2541.00 2613.60 2496.20
## 2020-12-23 2604.00 2650.00 2604.00
## 2020-12-24 2658.00 2658.00 2613.00
## 2020-12-28 2654.25 2689.50 2629.55
## 2020-12-29 2685.00 2712.45 2673.00
## 2020-12-30 2694.00 2742.85 2680.35
## 2020-12-31 2734.40 2772.00 2725.05
## 2021-01-01 2759.00 2792.00 2750.00
## 2021-01-04 2781.10 2791.10 2745.00
## 2021-01-05 2753.70 2804.60 2732.00
## 2021-01-06 2801.30 2822.45 2780.00
## 2021-01-07 2801.00 2831.85 2781.50
## 2021-01-08 2818.00 2849.80 2789.05
## 2021-01-11 2845.00 2873.45 2824.60
## 2021-01-12 2849.60 2850.00 2712.15
## 2021-01-13 2760.00 2763.00 2678.00
## 2021-01-14 2713.00 2736.65 2648.00
## 2021-01-15 2660.90 2661.85 2580.55
## 2021-01-18 2592.00 2619.85 2555.40
## 2021-01-19 2615.00 2676.60 2590.00
## 2021-01-20 2654.00 2707.15 2645.05
## 2021-01-21 2726.95 2816.95 2695.00
## 2021-01-22 2750.00 2768.85 2590.00
## 2021-01-25 2612.85 2631.50 2501.00
## 2021-01-27 2525.00 2525.00 2430.55
## 2021-01-28 2420.00 2453.95 2401.05
## 2021-01-29 2456.00 2484.00 2400.00
## 2021-02-01 2426.60 2467.75 2376.90
## 2021-02-02 2460.00 2520.00 2425.10
## 2021-02-03 2503.85 2503.85 2438.35
## 2021-02-04 2456.00 2456.00 2398.00
## 2021-02-05 2420.00 2423.90 2370.80
## 2021-02-08 2394.00 2434.90 2373.40
## 2021-02-09 2432.50 2532.45 2423.65
## 2021-02-10 2529.00 2555.00 2475.00
## 2021-02-11 2524.95 2540.00 2495.10
## 2021-02-12 2518.00 2523.00 2464.20
## 2021-02-15 2495.00 2517.50 2448.55
## 2021-02-16 2472.00 2475.10 2422.00
## 2021-02-17 2436.00 2455.05 2382.00
## 2021-02-18 2424.00 2479.60 2395.25
## 2021-02-19 2470.90 2470.90 2400.00
## 2021-02-22 2428.75 2448.00 2380.00
## 2021-02-23 2375.00 2400.00 2315.00
## 2021-02-24 2373.00 2409.35 2347.20
## 2021-02-25 2375.00 2386.25 2336.20
## 2021-02-26 2338.05 2360.00 2260.00
## 2021-03-01 2300.00 2369.90 2300.00
## 2021-03-02 2386.00 2402.55 2359.00
## 2021-03-03 2406.00 2417.70 2375.80
## 2021-03-04 2380.00 2435.00 2350.00
## 2021-03-05 2399.00 2423.90 2377.10
## 2021-03-08 2383.00 2413.50 2360.05
## 2021-03-09 2400.00 2444.00 2396.15
## 2021-03-10 2446.00 2446.00 2415.55
## 2021-03-12 2442.80 2464.65 2397.00
## 2021-03-15 2402.55 2427.55 2343.05
## 2021-03-16 2379.20 2480.00 2375.35
## 2021-03-17 2460.00 2460.00 2411.10
## 2021-03-18 2468.85 2468.85 2390.00
## 2021-03-19 2393.00 2434.00 2355.35
## 2021-03-22 2390.00 2438.10 2390.00
## 2021-03-23 2430.00 2433.95 2398.20
## 2021-03-24 2410.30 2470.00 2410.00
## 2021-03-25 2450.95 2469.00 2392.00
## 2021-03-26 2425.00 2513.95 2409.10
## 2021-03-30 2539.10 2583.45 2521.50
## 2021-03-31 2578.05 2582.95 2531.00
## 2021-04-01 2532.00 2564.55 2532.00
## 2021-04-05 2558.00 2558.00 2484.50
## 2021-04-06 2526.00 2620.00 2504.50
## 2021-04-07 2605.00 2668.05 2600.10
## 2021-04-08 2630.00 2658.40 2628.00
## 2021-04-09 2635.00 2655.00 2610.15
## 2021-04-12 2578.20 2610.00 2555.00
## 2021-04-13 2600.00 2626.00 2564.30
## 2021-04-15 2590.00 2593.55 2537.00
## 2021-04-16 2587.60 2693.50 2581.70
## 2021-04-19 2650.00 2650.00 2566.85
## 2021-04-20 2600.00 2604.70 2528.80
## 2021-04-22 2555.65 2557.00 2488.00
## 2021-04-23 2527.10 2565.00 2496.20
## 2021-04-26 2530.00 2575.00 2530.00
## 2021-04-27 2545.00 2579.90 2534.00
## 2021-04-28 2588.00 2620.25 2575.00
## 2021-04-29 2630.00 2642.00 2570.00
## 2021-04-30 2595.00 2605.80 2524.05
## 2021-05-03 2510.00 2595.10 2505.60
## 2021-05-04 2605.00 2617.95 2571.55
## 2021-05-05 2617.00 2617.00 2546.10
## 2021-05-06 2579.85 2581.85 2528.00
## 2021-05-07 2555.00 2590.00 2541.50
## 2021-05-10 2589.00 2589.00 2542.15
## 2021-05-11 2533.00 2562.00 2521.30
## 2021-05-12 2577.00 2588.95 2530.00
## 2021-05-14 2620.00 2835.25 2601.55
## 2021-05-17 2782.00 2824.20 2747.55
## 2021-05-18 2797.00 2845.00 2789.00
## 2021-05-19 2805.15 2849.00 2798.65
## 2021-05-20 2814.00 2845.00 2778.50
## 2021-05-21 2807.00 2854.00 2795.00
## 2021-05-24 2846.00 2849.00 2808.20
## 2021-05-25 2836.90 2922.65 2822.75
## 2021-05-26 2939.85 2947.90 2910.40
## 2021-05-27 2950.00 2965.00 2902.25
## 2021-05-28 2958.15 2963.80 2931.15
## 2021-05-31 2938.00 2989.95 2936.10
## 2021-06-01 2965.00 2982.60 2915.10
## 2021-06-02 2918.85 2933.75 2877.15
## 2021-06-03 2919.60 2942.00 2904.05
## 2021-06-04 2953.00 2990.00 2908.00
## 2021-06-07 2930.00 2941.00 2903.95
## 2021-06-08 2928.00 2944.25 2907.50
## 2021-06-09 2930.80 2965.00 2919.60
## 2021-06-10 2945.00 2959.30 2920.65
## 2021-06-11 2960.00 2971.60 2938.60
## 2021-06-14 2955.10 2970.00 2916.50
## 2021-06-15 2970.00 3050.00 2960.95
## 2021-06-16 3029.00 3042.20 3005.50
## 2021-06-17 3017.95 3073.95 3000.50
## 2021-06-18 3061.55 3077.80 3016.05
## 2021-06-21 3024.20 3079.15 3021.05
## 2021-06-22 3085.00 3092.85 3004.20
## 2021-06-23 3030.00 3030.00 2983.50
## 2021-06-24 2987.35 3049.70 2975.45
## 2021-06-25 3030.20 3053.50 2985.00
## 2021-06-28 3024.00 3038.85 2976.25
## 2021-06-29 2989.00 3023.85 2973.05
## 2021-06-30 2999.00 3030.00 2985.65
## 2021-07-01 3008.00 3026.90 2997.00
## 2021-07-02 3032.95 3038.80 2999.75
## 2021-07-05 3020.00 3050.00 3007.10
## 2021-07-06 3003.00 3029.50 2996.00
## 2021-07-07 3065.00 3069.00 3011.25
## 2021-07-08 3050.00 3059.00 3018.80
## 2021-07-09 3022.00 3039.15 3007.00
## 2021-07-12 3034.90 3042.85 2991.05
## 2021-07-13 3020.00 3021.10 2985.35
## 2021-07-14 3003.00 3007.75 2984.20
## 2021-07-15 3010.00 3011.00 2971.10
## 2021-07-16 2994.00 3006.00 2965.00
## 2021-07-19 2989.30 2999.70 2965.00
## 2021-07-20 2996.00 3179.50 2979.55
## 2021-07-22 3130.00 3165.00 3090.00
## 2021-07-23 3106.00 3129.60 3078.05
## ASIANPAINT.NS.Close ASIANPAINT.NS.Volume ASIANPAINT.NS.Adjusted
## 2020-01-01 1793.20 397285 1772.948
## 2020-01-02 1790.65 411266 1770.427
## 2020-01-03 1751.40 1318628 1731.620
## 2020-01-06 1707.15 1871804 1687.870
## 2020-01-07 1724.40 1033650 1704.925
## 2020-01-08 1728.80 1006057 1709.275
## 2020-01-09 1772.55 1781733 1752.531
## 2020-01-10 1792.55 1256612 1772.305
## 2020-01-13 1804.90 823821 1784.516
## 2020-01-14 1819.15 775629 1798.605
## 2020-01-15 1842.25 1252925 1821.444
## 2020-01-16 1835.15 1031569 1814.424
## 2020-01-17 1830.05 862204 1809.382
## 2020-01-20 1848.75 1091453 1827.870
## 2020-01-21 1810.75 2101561 1790.300
## 2020-01-22 1779.25 3415306 1759.155
## 2020-01-23 1776.10 1885275 1756.041
## 2020-01-24 1786.80 1195596 1766.620
## 2020-01-27 1788.35 969054 1768.152
## 2020-01-28 1779.10 873291 1759.007
## 2020-01-29 1796.95 873805 1776.655
## 2020-01-30 1805.00 1005975 1784.614
## 2020-01-31 1795.65 1169614 1775.370
## 2020-02-03 1867.65 2854532 1846.557
## 2020-02-04 1891.30 1830049 1869.940
## 2020-02-05 1873.50 1344016 1852.341
## 2020-02-06 1856.80 995386 1835.829
## 2020-02-07 1858.70 632858 1837.708
## 2020-02-10 1869.50 747711 1848.386
## 2020-02-11 1878.10 1093021 1856.889
## 2020-02-12 1893.70 1616826 1872.313
## 2020-02-13 1874.05 638878 1852.885
## 2020-02-14 1877.05 771464 1855.851
## 2020-02-17 1881.40 676579 1860.152
## 2020-02-18 1863.65 683421 1842.602
## 2020-02-19 1884.90 723351 1863.612
## 2020-02-20 1842.25 1401879 1821.444
## 2020-02-24 1818.95 1310832 1798.407
## 2020-02-25 1826.10 897257 1805.476
## 2020-02-26 1826.65 1909619 1806.020
## 2020-02-27 1843.80 1643273 1822.976
## 2020-02-28 1797.95 2964119 1777.644
## 2020-03-02 1786.80 1219296 1766.620
## 2020-03-03 1800.55 1392463 1787.367
## 2020-03-04 1847.95 3050469 1834.420
## 2020-03-05 1874.45 2062439 1860.726
## 2020-03-06 1877.45 1393659 1863.704
## 2020-03-09 1867.15 3420741 1853.479
## 2020-03-11 1882.85 3194186 1869.064
## 2020-03-12 1843.35 6254349 1829.854
## 2020-03-13 1797.70 3878300 1784.538
## 2020-03-16 1683.40 2867336 1671.075
## 2020-03-17 1731.60 2643189 1718.922
## 2020-03-18 1618.20 3676437 1606.352
## 2020-03-19 1601.20 4906644 1589.476
## 2020-03-20 1742.95 3128629 1730.189
## 2020-03-23 1498.45 2155326 1487.479
## 2020-03-24 1524.85 3910566 1513.685
## 2020-03-25 1593.15 2196415 1581.486
## 2020-03-26 1616.95 2622118 1605.111
## 2020-03-27 1604.15 2102479 1592.405
## 2020-03-30 1594.95 1844011 1583.272
## 2020-03-31 1666.50 2789174 1654.298
## 2020-04-01 1603.20 1559455 1591.462
## 2020-04-03 1520.90 2925847 1509.764
## 2020-04-07 1623.80 2733586 1611.911
## 2020-04-08 1608.95 2382213 1597.170
## 2020-04-09 1651.35 1489539 1639.259
## 2020-04-13 1680.85 2586159 1668.543
## 2020-04-15 1718.20 2508270 1705.620
## 2020-04-16 1743.10 1821296 1730.338
## 2020-04-17 1756.25 1398686 1743.391
## 2020-04-20 1730.45 1431055 1717.780
## 2020-04-21 1726.00 1594930 1713.363
## 2020-04-22 1813.00 3727805 1799.726
## 2020-04-23 1821.65 2573552 1808.312
## 2020-04-24 1827.55 2744768 1814.169
## 2020-04-27 1851.35 1770889 1837.795
## 2020-04-28 1824.40 1934910 1811.042
## 2020-04-29 1767.50 2931120 1754.559
## 2020-04-30 1758.70 2926333 1745.823
## 2020-05-04 1676.80 2942397 1664.523
## 2020-05-05 1619.15 5867890 1607.295
## 2020-05-06 1610.65 3937921 1598.857
## 2020-05-07 1594.30 5256213 1582.627
## 2020-05-08 1578.40 5644426 1566.844
## 2020-05-11 1569.60 3767646 1558.108
## 2020-05-12 1523.35 4504073 1512.197
## 2020-05-13 1563.30 2940514 1551.854
## 2020-05-14 1522.40 2592264 1511.254
## 2020-05-15 1552.95 2860493 1541.580
## 2020-05-18 1501.10 2871905 1490.109
## 2020-05-19 1503.95 3164137 1492.938
## 2020-05-20 1500.05 2057402 1489.067
## 2020-05-21 1574.30 3845743 1562.774
## 2020-05-22 1617.90 5203736 1606.054
## 2020-05-26 1629.85 3552636 1617.917
## 2020-05-27 1619.45 2260057 1607.593
## 2020-05-28 1643.60 3138915 1631.566
## 2020-05-29 1683.10 3532977 1670.777
## 2020-06-01 1693.25 2529255 1680.853
## 2020-06-02 1709.30 2440552 1696.785
## 2020-06-03 1716.55 3088817 1703.982
## 2020-06-04 1633.75 4388930 1621.788
## 2020-06-05 1638.55 2884206 1626.553
## 2020-06-08 1634.25 2046505 1622.284
## 2020-06-09 1642.05 3671930 1630.027
## 2020-06-10 1635.95 2069280 1623.972
## 2020-06-11 1610.60 1888420 1598.808
## 2020-06-12 1637.35 2391556 1625.362
## 2020-06-15 1618.20 1681166 1606.352
## 2020-06-16 1621.70 1497691 1609.826
## 2020-06-17 1595.40 1812788 1583.719
## 2020-06-18 1597.80 1417273 1586.102
## 2020-06-19 1622.50 2714342 1610.620
## 2020-06-22 1652.15 2034739 1640.054
## 2020-06-23 1683.90 2334863 1671.571
## 2020-06-24 1747.25 11545923 1734.457
## 2020-06-25 1689.00 4054785 1676.634
## 2020-06-26 1686.75 2129986 1674.400
## 2020-06-29 1691.95 2753482 1679.562
## 2020-06-30 1687.45 1960731 1675.095
## 2020-07-01 1688.00 1661296 1675.641
## 2020-07-02 1686.45 2038399 1674.102
## 2020-07-03 1695.65 1988941 1683.235
## 2020-07-06 1708.85 1236670 1696.338
## 2020-07-07 1745.75 2983260 1732.968
## 2020-07-08 1686.25 2725937 1673.904
## 2020-07-09 1717.25 1904661 1704.677
## 2020-07-10 1703.50 1156043 1691.027
## 2020-07-13 1705.65 1289791 1693.162
## 2020-07-14 1688.40 1347120 1676.038
## 2020-07-15 1671.65 1611341 1659.411
## 2020-07-16 1693.20 1442725 1680.803
## 2020-07-17 1717.90 2308792 1705.322
## 2020-07-20 1751.60 1848600 1738.775
## 2020-07-21 1724.25 2088461 1711.626
## 2020-07-22 1695.75 1300409 1683.334
## 2020-07-23 1727.80 2375218 1716.668
## 2020-07-24 1712.05 3971563 1701.020
## 2020-07-27 1778.15 6470525 1766.694
## 2020-07-28 1759.65 2534092 1748.313
## 2020-07-29 1740.15 1530981 1728.939
## 2020-07-30 1743.35 2113975 1732.118
## 2020-07-31 1715.50 1678643 1704.447
## 2020-08-03 1705.50 1437425 1694.512
## 2020-08-04 1713.95 1815396 1702.907
## 2020-08-05 1716.30 1416803 1705.242
## 2020-08-06 1727.55 1914507 1716.420
## 2020-08-07 1806.25 5166075 1794.613
## 2020-08-10 1782.35 1892614 1770.867
## 2020-08-11 1789.55 3039662 1778.020
## 2020-08-12 1797.25 1679096 1785.671
## 2020-08-13 1802.55 1192375 1790.937
## 2020-08-14 1802.55 1868376 1790.937
## 2020-08-17 1836.70 1634180 1824.866
## 2020-08-18 1874.10 2586298 1862.026
## 2020-08-19 1885.70 1947114 1873.551
## 2020-08-20 1874.90 1538879 1862.820
## 2020-08-21 1958.00 5688228 1945.385
## 2020-08-24 1962.15 3996329 1949.508
## 2020-08-25 2000.60 3544399 1987.711
## 2020-08-26 1971.40 2245810 1958.699
## 2020-08-27 1982.50 3116305 1969.727
## 2020-08-28 1958.10 1842536 1945.484
## 2020-08-31 1899.10 2738522 1886.865
## 2020-09-01 1979.30 3068285 1966.548
## 2020-09-02 1943.95 2569603 1931.425
## 2020-09-03 1978.00 1931667 1965.256
## 2020-09-04 1956.35 1930422 1943.746
## 2020-09-07 1982.10 2855392 1969.330
## 2020-09-08 1960.35 2401034 1947.720
## 2020-09-09 1979.05 2776804 1966.299
## 2020-09-10 2056.55 5081252 2043.300
## 2020-09-11 2035.95 2599475 2022.833
## 2020-09-14 2031.20 2142458 2018.113
## 2020-09-15 2017.55 1997383 2004.551
## 2020-09-16 2012.10 1717740 1999.136
## 2020-09-17 2007.95 2416918 1995.013
## 2020-09-18 2028.40 3021436 2015.332
## 2020-09-21 1972.55 2518361 1959.841
## 2020-09-22 1937.50 1974860 1925.017
## 2020-09-23 1946.55 2732912 1934.009
## 2020-09-24 1918.35 1906183 1905.990
## 2020-09-25 1925.60 1939316 1913.194
## 2020-09-28 1945.60 1137313 1933.065
## 2020-09-29 1959.95 1965383 1947.322
## 2020-09-30 1986.40 2518982 1973.602
## 2020-10-01 2040.45 2014003 2027.304
## 2020-10-05 2028.00 1554873 2014.934
## 2020-10-06 2090.00 3152378 2076.534
## 2020-10-07 2105.00 2429595 2091.438
## 2020-10-08 2088.65 1427493 2075.193
## 2020-10-09 2050.60 1636939 2037.389
## 2020-10-12 2077.85 2182836 2064.463
## 2020-10-13 2064.65 2619233 2051.348
## 2020-10-14 2071.35 1530471 2058.005
## 2020-10-15 2090.45 4001883 2076.981
## 2020-10-16 2061.20 2017706 2047.920
## 2020-10-19 2070.10 1338404 2056.763
## 2020-10-20 2118.50 2377713 2104.851
## 2020-10-21 2114.30 2895432 2100.678
## 2020-10-22 2099.90 2755686 2086.371
## 2020-10-23 2120.25 3070714 2106.590
## 2020-10-26 2080.45 1278139 2067.046
## 2020-10-27 2197.80 4964874 2183.640
## 2020-10-28 2159.55 3166047 2148.912
## 2020-10-29 2225.45 4795796 2214.487
## 2020-10-30 2211.50 3006197 2200.606
## 2020-11-02 2172.85 1772571 2162.146
## 2020-11-03 2154.65 1781465 2144.036
## 2020-11-04 2169.45 2189957 2158.763
## 2020-11-05 2238.30 2671841 2227.274
## 2020-11-06 2209.05 2395965 2198.168
## 2020-11-09 2225.20 1691773 2214.239
## 2020-11-10 2199.75 1879561 2188.914
## 2020-11-11 2181.70 2387398 2170.953
## 2020-11-12 2171.80 1626054 2161.102
## 2020-11-13 2179.95 1560060 2169.211
## 2020-11-17 2187.65 1699293 2176.874
## 2020-11-18 2195.75 1817170 2184.934
## 2020-11-19 2161.70 2669522 2151.051
## 2020-11-20 2166.55 2196113 2155.878
## 2020-11-23 2186.25 4002609 2175.480
## 2020-11-24 2207.90 2954306 2197.024
## 2020-11-25 2154.30 1682365 2143.688
## 2020-11-26 2155.30 2247478 2144.683
## 2020-11-27 2215.30 10036402 2204.387
## 2020-12-01 2230.05 2235498 2219.065
## 2020-12-02 2315.85 3305952 2304.442
## 2020-12-03 2411.40 4334658 2399.521
## 2020-12-04 2438.75 2789953 2426.737
## 2020-12-07 2472.55 1762501 2460.370
## 2020-12-08 2438.90 2090950 2426.886
## 2020-12-09 2522.30 2022370 2509.875
## 2020-12-10 2526.05 2372909 2513.607
## 2020-12-11 2520.95 2171653 2508.532
## 2020-12-14 2548.15 1280339 2535.598
## 2020-12-15 2527.45 1283286 2515.000
## 2020-12-16 2582.45 1920875 2569.729
## 2020-12-17 2575.05 1750663 2562.365
## 2020-12-18 2601.50 4402604 2588.685
## 2020-12-21 2554.65 1383048 2542.066
## 2020-12-22 2600.80 1993090 2587.989
## 2020-12-23 2642.55 1339307 2629.533
## 2020-12-24 2648.25 1143202 2635.205
## 2020-12-28 2683.90 1226254 2670.679
## 2020-12-29 2696.80 1562853 2683.516
## 2020-12-30 2734.40 1614643 2720.930
## 2020-12-31 2764.50 1526325 2750.882
## 2021-01-01 2775.55 1246698 2761.878
## 2021-01-04 2753.70 1360486 2740.135
## 2021-01-05 2793.85 1299589 2780.087
## 2021-01-06 2805.35 1697884 2791.531
## 2021-01-07 2792.25 1142806 2778.495
## 2021-01-08 2844.70 1660967 2830.687
## 2021-01-11 2849.30 1517995 2835.264
## 2021-01-12 2720.55 6674890 2707.148
## 2021-01-13 2703.70 2862676 2690.381
## 2021-01-14 2663.90 2124950 2650.777
## 2021-01-15 2590.90 2570436 2578.137
## 2021-01-18 2588.20 2395168 2575.450
## 2021-01-19 2645.05 2558693 2632.021
## 2021-01-20 2697.25 2065439 2683.963
## 2021-01-21 2716.35 5015712 2702.969
## 2021-01-22 2596.65 4945564 2583.859
## 2021-01-25 2513.95 3520087 2501.566
## 2021-01-27 2436.60 2700415 2424.597
## 2021-01-28 2441.70 3035457 2429.672
## 2021-01-29 2407.35 2768673 2395.491
## 2021-02-01 2447.80 1797359 2435.742
## 2021-02-02 2463.65 2679428 2451.514
## 2021-02-03 2453.65 2409356 2441.563
## 2021-02-04 2401.80 3478562 2389.969
## 2021-02-05 2376.75 3303319 2365.042
## 2021-02-08 2416.85 3666313 2404.945
## 2021-02-09 2506.85 7178572 2494.501
## 2021-02-10 2510.60 4473123 2498.233
## 2021-02-11 2505.50 1446286 2493.158
## 2021-02-12 2486.10 1376085 2473.854
## 2021-02-15 2456.75 1634576 2444.648
## 2021-02-16 2450.25 1615849 2438.180
## 2021-02-17 2388.15 3178784 2376.386
## 2021-02-18 2470.75 4253843 2458.579
## 2021-02-19 2416.45 2244567 2404.546
## 2021-02-22 2387.05 2002642 2375.291
## 2021-02-23 2372.20 3267268 2360.514
## 2021-02-24 2361.35 1708526 2349.718
## 2021-02-25 2373.75 2839515 2362.057
## 2021-02-26 2277.20 3933813 2265.982
## 2021-03-01 2362.30 2545806 2350.663
## 2021-03-02 2390.40 2033586 2378.625
## 2021-03-03 2402.10 1591567 2390.267
## 2021-03-04 2417.10 2149984 2405.193
## 2021-03-05 2387.10 1953642 2375.341
## 2021-03-08 2382.70 1593838 2370.963
## 2021-03-09 2422.70 1800442 2410.766
## 2021-03-10 2431.95 1056102 2419.970
## 2021-03-12 2401.35 1279203 2389.521
## 2021-03-15 2355.00 1524449 2343.399
## 2021-03-16 2468.60 4230564 2456.440
## 2021-03-17 2422.95 1623187 2411.014
## 2021-03-18 2404.55 1851739 2392.705
## 2021-03-19 2411.25 3738079 2399.372
## 2021-03-22 2425.70 1489853 2413.751
## 2021-03-23 2410.30 1745466 2398.427
## 2021-03-24 2443.55 4132092 2431.513
## 2021-03-25 2402.20 2272545 2390.367
## 2021-03-26 2505.15 3084607 2492.810
## 2021-03-30 2578.05 2332884 2565.351
## 2021-03-31 2537.40 1616044 2524.901
## 2021-04-01 2551.75 1219588 2539.180
## 2021-04-05 2510.65 1268939 2498.282
## 2021-04-06 2611.60 3372846 2598.735
## 2021-04-07 2628.60 1937977 2615.652
## 2021-04-08 2650.65 897483 2637.593
## 2021-04-09 2630.80 1185017 2617.841
## 2021-04-12 2602.20 1427691 2589.381
## 2021-04-13 2570.70 1200230 2558.037
## 2021-04-15 2587.70 1209829 2574.953
## 2021-04-16 2663.70 2760777 2650.579
## 2021-04-19 2571.90 1552036 2559.231
## 2021-04-20 2553.65 1489287 2541.071
## 2021-04-22 2511.25 1690758 2498.880
## 2021-04-23 2517.95 1614593 2505.546
## 2021-04-26 2557.90 1103980 2545.300
## 2021-04-27 2574.35 866331 2561.669
## 2021-04-28 2614.55 1065561 2601.671
## 2021-04-29 2613.45 1295346 2600.576
## 2021-04-30 2536.40 1384907 2523.906
## 2021-05-03 2582.15 1034774 2569.430
## 2021-05-04 2587.15 1058140 2574.406
## 2021-05-05 2567.65 1220186 2555.002
## 2021-05-06 2549.05 1518119 2536.493
## 2021-05-07 2551.65 1416102 2539.080
## 2021-05-10 2556.95 1526814 2544.354
## 2021-05-11 2556.25 1168363 2543.658
## 2021-05-12 2556.20 2085630 2543.608
## 2021-05-14 2774.50 10543708 2760.833
## 2021-05-17 2782.75 2134352 2769.042
## 2021-05-18 2821.80 1328605 2807.900
## 2021-05-19 2815.85 1219067 2801.979
## 2021-05-20 2794.10 1211975 2780.336
## 2021-05-21 2832.50 1328308 2818.547
## 2021-05-24 2819.20 813091 2805.312
## 2021-05-25 2914.40 2730112 2900.043
## 2021-05-26 2941.60 1250531 2927.110
## 2021-05-27 2949.35 2415085 2934.822
## 2021-05-28 2940.70 711383 2926.214
## 2021-05-31 2977.50 2093635 2962.833
## 2021-06-01 2931.00 1194073 2916.562
## 2021-06-02 2903.70 2067842 2889.396
## 2021-06-03 2935.35 1404434 2920.890
## 2021-06-04 2924.90 1509084 2910.492
## 2021-06-07 2933.10 802415 2918.652
## 2021-06-08 2926.25 762931 2911.835
## 2021-06-09 2943.55 1340352 2929.050
## 2021-06-10 2950.60 1344559 2950.600
## 2021-06-11 2956.25 878445 2956.250
## 2021-06-14 2949.90 746823 2949.900
## 2021-06-15 3042.20 2262031 3042.200
## 2021-06-16 3018.70 859505 3018.700
## 2021-06-17 3060.30 1533864 3060.300
## 2021-06-18 3047.20 2293860 3047.200
## 2021-06-21 3068.55 720491 3068.550
## 2021-06-22 3010.80 1199238 3010.800
## 2021-06-23 2987.35 1009007 2987.350
## 2021-06-24 3043.25 985596 3043.250
## 2021-06-25 3003.90 786964 3003.900
## 2021-06-28 2982.95 891695 2982.950
## 2021-06-29 3001.50 1242734 3001.500
## 2021-06-30 2992.70 924522 2992.700
## 2021-07-01 3021.60 848235 3021.600
## 2021-07-02 3005.00 805542 3005.000
## 2021-07-05 3014.80 863343 3014.800
## 2021-07-06 3002.50 762630 3002.500
## 2021-07-07 3040.10 1234865 3040.100
## 2021-07-08 3028.30 907391 3028.300
## 2021-07-09 3010.60 547082 3010.600
## 2021-07-12 2999.40 765566 2999.400
## 2021-07-13 2993.85 703484 2993.850
## 2021-07-14 3001.95 470744 3001.950
## 2021-07-15 2983.60 635535 2983.600
## 2021-07-16 2989.30 1062548 2989.300
## 2021-07-19 2981.95 837836 2981.950
## 2021-07-20 3159.05 6755922 3159.050
## 2021-07-22 3106.75 1982572 3106.750
## 2021-07-23 3083.75 815329 3083.750na.omit(banaras_data)## BANARBEADS.NS.Open BANARBEADS.NS.High BANARBEADS.NS.Low
## 2020-01-01 29.05 30.25 29.00
## 2020-01-02 32.00 32.00 29.40
## 2020-01-03 31.45 32.90 30.45
## 2020-01-06 29.25 30.90 29.25
## 2020-01-07 32.40 32.40 30.05
## 2020-01-08 32.00 32.00 32.00
## 2020-01-09 29.45 32.20 29.45
## 2020-01-10 32.25 33.50 32.25
## 2020-01-13 30.65 35.75 30.30
## 2020-01-14 37.40 37.95 35.00
## 2020-01-15 33.50 35.95 32.15
## 2020-01-16 33.75 36.35 33.10
## 2020-01-17 36.75 36.75 34.05
## 2020-01-20 35.20 36.55 34.15
## 2020-01-21 34.65 37.25 34.25
## 2020-01-22 34.45 36.70 34.45
## 2020-01-23 35.00 35.90 34.15
## 2020-01-24 34.40 34.95 34.30
## 2020-01-27 34.40 34.90 33.05
## 2020-01-28 33.10 35.90 33.10
## 2020-01-29 34.90 34.90 33.25
## 2020-01-30 35.80 35.80 32.00
## 2020-01-31 34.75 37.15 33.65
## 2020-02-03 40.95 43.45 35.55
## 2020-02-04 37.50 38.50 34.55
## 2020-02-05 35.90 37.75 34.25
## 2020-02-06 34.30 37.45 32.20
## 2020-02-07 35.65 36.00 35.10
## 2020-02-10 35.00 35.10 33.05
## 2020-02-11 35.00 35.05 34.20
## 2020-02-12 33.45 36.90 33.30
## 2020-02-13 35.50 35.50 35.50
## 2020-02-14 36.90 38.00 35.95
## 2020-02-17 37.25 37.25 34.30
## 2020-02-18 34.15 35.90 34.15
## 2020-02-19 34.05 36.00 34.05
## 2020-02-20 33.55 35.35 33.55
## 2020-02-24 33.40 35.90 33.40
## 2020-02-25 33.25 34.90 33.25
## 2020-02-26 33.30 36.40 31.00
## 2020-02-27 33.10 35.85 32.70
## 2020-02-28 33.05 34.70 30.65
## 2020-03-02 30.70 32.70 30.40
## 2020-03-03 34.25 35.90 30.15
## 2020-03-04 32.90 32.90 31.75
## 2020-03-05 32.10 33.25 32.10
## 2020-03-06 29.50 33.60 28.95
## 2020-03-09 35.95 36.45 31.75
## 2020-03-11 32.00 33.85 31.70
## 2020-03-12 31.05 32.90 26.20
## 2020-03-13 24.15 30.00 24.15
## 2020-03-16 27.05 28.90 27.00
## 2020-03-17 27.55 32.65 27.50
## 2020-03-18 30.95 32.00 28.30
## 2020-03-19 28.95 31.00 28.55
## 2020-03-20 29.05 30.95 28.50
## 2020-03-23 23.00 33.70 23.00
## 2020-03-24 31.70 31.70 27.00
## 2020-03-25 25.55 27.60 25.55
## 2020-03-26 27.70 29.95 27.50
## 2020-03-27 29.35 29.40 28.50
## 2020-03-30 28.50 29.90 28.00
## 2020-03-31 28.55 30.70 28.50
## 2020-04-01 28.50 32.50 28.50
## 2020-04-03 27.25 31.90 27.25
## 2020-04-07 32.70 32.75 29.45
## 2020-04-08 30.25 32.50 29.60
## 2020-04-09 29.85 31.85 29.80
## 2020-04-13 30.05 30.20 29.70
## 2020-04-15 30.00 31.65 29.75
## 2020-04-16 30.00 34.00 29.75
## 2020-04-17 30.85 32.80 30.70
## 2020-04-20 30.10 32.95 30.10
## 2020-04-21 30.90 33.50 30.00
## 2020-04-22 30.60 30.60 30.60
## 2020-04-23 30.55 34.00 30.50
## 2020-04-24 30.55 31.45 30.25
## 2020-04-27 31.05 33.05 31.00
## 2020-04-28 31.05 32.00 30.55
## 2020-04-29 31.50 31.75 31.00
## 2020-04-30 31.00 31.90 30.50
## 2020-05-04 31.25 32.50 30.50
## 2020-05-05 31.55 32.00 31.50
## 2020-05-06 32.05 32.45 31.50
## 2020-05-07 32.00 32.45 32.00
## 2020-05-08 31.10 32.50 31.10
## 2020-05-11 30.75 32.50 30.70
## 2020-05-12 32.05 32.05 32.00
## 2020-05-13 32.05 33.30 32.00
## 2020-05-14 32.05 33.45 32.00
## 2020-05-15 33.35 34.50 32.00
## 2020-05-18 32.05 32.80 32.00
## 2020-05-19 32.75 32.75 32.05
## 2020-05-20 32.05 33.00 32.00
## 2020-05-21 32.05 33.25 32.00
## 2020-05-22 33.15 33.15 33.15
## 2020-05-26 33.15 34.95 31.80
## 2020-05-27 33.05 33.25 32.25
## 2020-05-28 33.50 33.90 32.80
## 2020-05-29 33.45 33.45 32.75
## 2020-06-01 33.35 33.45 32.80
## 2020-06-02 32.80 33.50 32.75
## 2020-06-03 33.05 34.05 30.30
## 2020-06-04 33.05 33.60 33.00
## 2020-06-05 33.60 33.75 33.00
## 2020-06-08 33.60 34.05 33.15
## 2020-06-09 33.75 34.00 33.25
## 2020-06-10 33.55 35.40 33.50
## 2020-06-11 34.50 35.00 33.30
## 2020-06-12 34.25 34.90 33.60
## 2020-06-15 34.90 35.45 34.10
## 2020-06-16 34.95 35.25 34.30
## 2020-06-17 35.70 35.70 34.50
## 2020-06-18 35.50 39.00 34.75
## 2020-06-19 37.85 43.95 35.25
## 2020-06-22 50.60 50.60 45.00
## 2020-06-23 45.90 48.00 42.50
## 2020-06-24 45.05 46.00 42.00
## 2020-06-25 40.70 42.00 38.30
## 2020-06-26 41.70 43.30 40.25
## 2020-06-29 38.85 40.00 37.50
## 2020-06-30 40.00 46.30 37.20
## 2020-07-01 50.00 50.40 42.05
## 2020-07-02 44.00 44.10 41.00
## 2020-07-03 42.05 45.35 40.50
## 2020-07-06 44.80 46.50 41.50
## 2020-07-07 42.25 43.25 40.30
## 2020-07-08 42.00 42.85 40.25
## 2020-07-09 42.55 42.55 40.55
## 2020-07-10 42.45 42.45 39.60
## 2020-07-13 40.45 41.95 39.50
## 2020-07-14 40.00 41.40 38.85
## 2020-07-15 40.85 40.90 38.60
## 2020-07-16 40.20 40.20 37.80
## 2020-07-17 40.20 42.80 39.60
## 2020-07-20 40.85 42.80 38.75
## 2020-07-21 40.95 41.20 40.05
## 2020-07-22 41.60 41.70 39.10
## 2020-07-23 40.05 41.15 40.00
## 2020-07-24 40.65 45.45 39.65
## 2020-07-27 44.15 44.15 40.10
## 2020-07-28 40.05 41.85 40.05
## 2020-07-29 40.60 40.65 39.00
## 2020-07-30 40.50 46.00 39.40
## 2020-07-31 42.70 42.80 40.60
## 2020-08-03 40.65 43.70 40.00
## 2020-08-04 42.85 44.65 41.95
## 2020-08-05 45.70 45.70 42.30
## 2020-08-06 43.00 43.00 41.55
## 2020-08-07 41.85 43.85 41.85
## 2020-08-10 42.15 42.95 42.15
## 2020-08-11 43.00 46.00 42.95
## 2020-08-12 45.95 45.95 43.50
## 2020-08-13 43.30 44.90 43.20
## 2020-08-14 44.55 45.00 44.00
## 2020-08-17 44.15 50.25 44.00
## 2020-08-18 49.00 52.85 46.75
## 2020-08-19 51.00 55.00 49.35
## 2020-08-20 53.00 64.40 52.00
## 2020-08-21 66.90 69.90 59.00
## 2020-08-24 61.50 62.05 57.45
## 2020-08-25 56.10 60.00 52.35
## 2020-08-26 52.05 53.75 50.50
## 2020-08-27 51.05 54.90 51.05
## 2020-08-28 52.40 54.50 52.30
## 2020-08-31 55.00 55.15 50.00
## 2020-09-01 50.15 50.95 50.00
## 2020-09-02 52.00 52.00 50.15
## 2020-09-03 51.15 51.85 50.20
## 2020-09-04 50.15 54.00 50.00
## 2020-09-07 53.00 53.15 51.15
## 2020-09-08 52.30 53.50 50.60
## 2020-09-09 51.55 52.75 51.00
## 2020-09-10 53.95 54.00 51.35
## 2020-09-11 51.45 51.95 51.00
## 2020-09-14 51.95 55.90 51.05
## 2020-09-15 52.40 52.60 51.35
## 2020-09-16 52.55 52.55 51.20
## 2020-09-17 52.45 53.00 51.20
## 2020-09-18 53.20 54.95 52.90
## 2020-09-21 53.90 55.95 53.75
## 2020-09-22 54.00 54.80 52.00
## 2020-09-23 52.55 53.80 52.00
## 2020-09-24 52.00 52.90 52.00
## 2020-09-25 52.10 53.50 52.00
## 2020-09-28 52.10 52.90 52.00
## 2020-09-29 52.10 53.30 52.00
## 2020-09-30 52.85 53.40 52.00
## 2020-10-01 52.50 52.50 52.10
## 2020-10-05 52.10 52.80 52.00
## 2020-10-06 52.00 56.60 52.00
## 2020-10-07 54.55 55.45 53.15
## 2020-10-08 52.80 53.50 52.60
## 2020-10-09 52.20 56.00 52.20
## 2020-10-12 56.05 60.00 55.55
## 2020-10-13 60.65 62.30 55.45
## 2020-10-14 62.40 67.95 60.25
## 2020-10-15 67.90 69.70 61.15
## 2020-10-16 62.95 70.85 61.00
## 2020-10-19 68.90 68.90 62.30
## 2020-10-20 65.25 66.55 62.80
## 2020-10-21 63.05 64.85 60.65
## 2020-10-22 61.70 63.80 57.95
## 2020-10-23 63.75 63.75 60.10
## 2020-10-26 60.15 62.85 58.50
## 2020-10-27 58.75 60.85 56.90
## 2020-10-28 61.30 61.30 57.15
## 2020-10-29 57.05 59.35 55.00
## 2020-10-30 55.85 59.80 54.05
## 2020-11-02 54.50 57.85 52.20
## 2020-11-03 54.65 56.00 52.50
## 2020-11-04 54.05 54.60 52.25
## 2020-11-05 53.50 62.00 53.30
## 2020-11-06 58.00 58.00 55.25
## 2020-11-09 53.90 55.80 53.25
## 2020-11-10 53.60 55.60 52.30
## 2020-11-11 54.90 55.10 52.10
## 2020-11-12 52.55 54.65 52.55
## 2020-11-13 53.05 54.00 52.40
## 2020-11-17 53.15 54.30 52.20
## 2020-11-18 53.85 57.80 52.50
## 2020-11-19 57.70 57.70 54.20
## 2020-11-20 54.50 56.00 53.25
## 2020-11-23 56.45 56.45 52.25
## 2020-11-24 55.55 55.55 52.35
## 2020-11-25 53.95 56.90 52.50
## 2020-11-26 54.75 54.80 52.80
## 2020-11-27 53.85 53.95 52.50
## 2020-12-01 53.00 53.85 52.00
## 2020-12-02 52.75 53.45 52.55
## 2020-12-03 52.45 55.55 52.40
## 2020-12-04 53.05 54.00 53.00
## 2020-12-07 53.05 57.80 52.90
## 2020-12-08 56.95 57.70 53.60
## 2020-12-09 54.60 54.70 53.70
## 2020-12-10 53.85 55.70 53.50
## 2020-12-11 54.45 54.50 53.10
## 2020-12-14 55.25 58.50 53.50
## 2020-12-15 58.00 60.70 55.20
## 2020-12-16 59.25 59.80 55.05
## 2020-12-17 55.65 60.70 55.65
## 2020-12-18 59.75 59.75 56.10
## 2020-12-21 58.45 59.90 54.50
## 2020-12-22 55.40 56.40 53.20
## 2020-12-23 54.95 56.50 54.45
## 2020-12-24 56.95 58.00 55.00
## 2020-12-28 55.25 60.50 54.75
## 2020-12-29 61.30 62.00 56.40
## 2020-12-30 58.60 58.85 57.05
## 2020-12-31 60.00 60.00 57.50
## 2021-01-01 57.00 58.30 56.40
## 2021-01-04 56.85 58.40 56.55
## 2021-01-05 59.45 59.50 56.15
## 2021-01-06 57.25 63.90 57.25
## 2021-01-07 59.65 64.00 58.10
## 2021-01-08 64.50 64.50 61.10
## 2021-01-11 61.45 64.50 58.30
## 2021-01-12 62.15 64.00 61.00
## 2021-01-13 63.25 63.65 58.60
## 2021-01-14 59.35 60.70 58.80
## 2021-01-15 58.40 59.80 58.40
## 2021-01-18 58.80 60.80 57.00
## 2021-01-19 58.10 61.80 58.10
## 2021-01-20 60.95 60.95 58.55
## 2021-01-21 60.55 61.00 57.65
## 2021-01-22 59.45 59.55 57.65
## 2021-01-25 60.65 60.70 58.25
## 2021-01-27 59.05 59.10 57.50
## 2021-01-28 58.60 59.55 57.50
## 2021-01-29 58.00 59.40 57.50
## 2021-02-01 59.35 59.35 58.25
## 2021-02-02 58.35 60.00 57.50
## 2021-02-03 58.10 58.90 57.70
## 2021-02-04 58.00 58.85 57.50
## 2021-02-05 58.45 58.55 58.00
## 2021-02-08 58.25 59.80 57.55
## 2021-02-09 58.75 58.75 57.30
## 2021-02-10 57.80 58.75 57.50
## 2021-02-11 58.00 58.20 57.50
## 2021-02-12 57.60 57.85 57.50
## 2021-02-15 57.55 58.90 57.50
## 2021-02-16 59.85 59.90 57.60
## 2021-02-17 57.65 57.65 57.50
## 2021-02-18 58.20 58.20 56.00
## 2021-02-19 58.05 58.05 54.30
## 2021-02-22 56.00 56.10 53.00
## 2021-02-23 57.80 57.80 52.15
## 2021-02-24 53.65 58.75 53.30
## 2021-02-25 58.00 59.90 55.35
## 2021-02-26 58.05 59.00 56.45
## 2021-03-01 59.25 59.25 56.30
## 2021-03-02 58.90 58.90 55.50
## 2021-03-03 56.25 56.25 53.25
## 2021-03-04 54.45 56.00 51.65
## 2021-03-05 55.00 56.80 53.55
## 2021-03-08 55.35 56.55 53.25
## 2021-03-09 55.40 55.95 54.10
## 2021-03-10 54.95 56.85 54.20
## 2021-03-12 54.65 55.95 54.60
## 2021-03-15 56.00 57.90 55.65
## 2021-03-16 55.45 56.80 55.45
## 2021-03-17 56.80 56.80 55.15
## 2021-03-18 56.35 56.65 53.30
## 2021-03-19 52.55 53.95 50.20
## 2021-03-22 52.30 54.45 51.85
## 2021-03-23 52.05 52.35 51.00
## 2021-03-24 51.55 51.75 50.35
## 2021-03-25 50.50 50.50 43.95
## 2021-03-26 48.90 55.50 48.00
## 2021-03-30 51.00 51.00 47.45
## 2021-03-31 50.90 50.90 48.65
## 2021-04-01 50.85 51.50 49.30
## 2021-04-05 51.75 51.75 48.35
## 2021-04-06 50.55 50.60 49.00
## 2021-04-07 48.35 50.65 47.20
## 2021-04-08 50.10 50.10 48.30
## 2021-04-09 48.30 51.00 48.30
## 2021-04-12 50.00 50.50 46.00
## 2021-04-13 47.45 48.00 47.25
## 2021-04-15 47.75 48.75 46.95
## 2021-04-16 47.15 48.75 47.00
## 2021-04-19 46.40 46.90 45.70
## 2021-04-20 46.55 48.95 46.50
## 2021-04-22 48.95 49.70 47.90
## 2021-04-23 50.00 50.00 47.95
## 2021-04-26 48.30 50.80 47.20
## 2021-04-27 49.00 49.70 48.30
## 2021-04-28 49.75 49.80 48.50
## 2021-04-29 49.70 50.00 48.95
## 2021-04-30 49.85 50.25 48.60
## 2021-05-03 49.25 50.35 48.50
## 2021-05-04 50.95 50.95 48.90
## 2021-05-05 48.95 49.85 48.05
## 2021-05-06 48.10 58.65 48.10
## 2021-05-07 53.20 55.95 51.00
## 2021-05-10 53.40 53.40 48.20
## 2021-05-11 49.40 50.15 48.00
## 2021-05-12 49.15 51.95 49.10
## 2021-05-14 50.25 51.80 48.15
## 2021-05-17 49.90 50.65 49.10
## 2021-05-18 50.60 51.90 47.10
## 2021-05-19 51.90 52.50 46.30
## 2021-05-20 51.30 52.50 50.35
## 2021-05-21 52.00 61.70 49.35
## 2021-05-24 59.90 60.80 55.30
## 2021-05-25 58.00 58.00 52.00
## 2021-05-26 55.40 57.75 53.25
## 2021-05-27 57.40 58.50 55.85
## 2021-05-28 55.45 56.75 53.85
## 2021-05-31 57.40 57.40 54.40
## 2021-06-01 54.60 55.55 53.25
## 2021-06-02 53.55 56.00 53.25
## 2021-06-03 56.80 59.95 54.10
## 2021-06-04 58.50 61.25 56.80
## 2021-06-07 61.40 61.40 59.00
## 2021-06-08 60.00 60.20 58.20
## 2021-06-09 58.05 59.15 57.00
## 2021-06-10 57.25 59.50 57.20
## 2021-06-11 58.00 58.95 57.20
## 2021-06-14 57.30 59.15 56.50
## 2021-06-15 56.75 57.75 55.25
## 2021-06-16 56.05 57.90 55.40
## 2021-06-17 55.50 57.45 55.15
## 2021-06-18 55.60 56.80 55.00
## 2021-06-21 56.40 56.45 55.00
## 2021-06-22 57.50 57.50 55.00
## 2021-06-23 56.40 56.40 55.20
## 2021-06-24 56.55 57.00 55.35
## 2021-06-25 57.20 57.20 55.00
## 2021-06-28 55.40 56.25 55.00
## 2021-06-29 55.75 60.95 55.15
## 2021-06-30 59.70 59.70 57.00
## 2021-07-01 57.85 58.60 56.55
## 2021-07-02 56.55 58.95 56.20
## 2021-07-05 56.30 60.50 56.00
## 2021-07-06 61.55 62.00 57.60
## 2021-07-07 58.60 59.90 57.85
## 2021-07-08 59.90 61.20 58.05
## 2021-07-09 58.75 61.00 57.65
## 2021-07-12 60.60 60.60 57.40
## 2021-07-13 59.00 59.50 57.95
## 2021-07-14 58.80 59.20 57.00
## 2021-07-15 58.85 69.70 57.15
## 2021-07-16 71.70 79.45 67.05
## 2021-07-19 70.00 71.95 68.00
## 2021-07-20 69.80 69.80 64.25
## 2021-07-22 65.50 77.70 65.50
## 2021-07-23 84.40 91.90 78.10
## BANARBEADS.NS.Close BANARBEADS.NS.Volume BANARBEADS.NS.Adjusted
## 2020-01-01 30.20 280 30.20
## 2020-01-02 31.60 3299 31.60
## 2020-01-03 31.50 2456 31.50
## 2020-01-06 29.60 22 29.60
## 2020-01-07 32.00 2954 32.00
## 2020-01-08 32.00 0 32.00
## 2020-01-09 32.20 1431 32.20
## 2020-01-10 32.50 1582 32.50
## 2020-01-13 34.50 3487 34.50
## 2020-01-14 35.10 1230 35.10
## 2020-01-15 33.25 5312 33.25
## 2020-01-16 34.75 3125 34.75
## 2020-01-17 35.90 2592 35.90
## 2020-01-20 35.55 4204 35.55
## 2020-01-21 35.60 1755 35.60
## 2020-01-22 36.00 1393 36.00
## 2020-01-23 34.30 1357 34.30
## 2020-01-24 34.40 615 34.40
## 2020-01-27 34.00 838 34.00
## 2020-01-28 34.40 3669 34.40
## 2020-01-29 33.50 286 33.50
## 2020-01-30 33.80 1185 33.80
## 2020-01-31 37.15 11295 37.15
## 2020-02-03 36.30 41749 36.30
## 2020-02-04 36.40 13157 36.40
## 2020-02-05 34.90 2542 34.90
## 2020-02-06 35.65 8853 35.65
## 2020-02-07 35.10 565 35.10
## 2020-02-10 34.95 1636 34.95
## 2020-02-11 34.50 897 34.50
## 2020-02-12 36.20 5777 36.20
## 2020-02-13 35.50 511 35.50
## 2020-02-14 36.00 373 36.00
## 2020-02-17 35.05 1063 35.05
## 2020-02-18 34.25 463 34.25
## 2020-02-19 35.30 4113 35.30
## 2020-02-20 34.50 2281 34.50
## 2020-02-24 33.60 1675 33.60
## 2020-02-25 33.40 73 33.40
## 2020-02-26 33.25 2599 33.25
## 2020-02-27 33.15 563 33.15
## 2020-02-28 31.05 2244 31.05
## 2020-03-02 30.90 3043 30.90
## 2020-03-03 31.70 5463 31.70
## 2020-03-04 31.80 382 31.80
## 2020-03-05 33.10 1106 33.10
## 2020-03-06 33.30 3540 33.30
## 2020-03-09 32.00 1615 32.00
## 2020-03-11 31.75 5087 31.75
## 2020-03-12 28.00 6669 28.00
## 2020-03-13 27.00 5758 27.00
## 2020-03-16 27.50 270 27.50
## 2020-03-17 27.70 4607 27.70
## 2020-03-18 31.25 12455 31.25
## 2020-03-19 29.05 1056 29.05
## 2020-03-20 28.55 1680 28.55
## 2020-03-23 27.30 924 27.30
## 2020-03-24 28.65 7257 28.65
## 2020-03-25 27.55 2461 27.55
## 2020-03-26 29.95 292 29.95
## 2020-03-27 28.50 2198 28.50
## 2020-03-30 29.90 1284 29.90
## 2020-03-31 29.45 397 29.45
## 2020-04-01 32.15 243 32.15
## 2020-04-03 28.65 4801 28.65
## 2020-04-07 31.50 1514 31.50
## 2020-04-08 29.75 160 29.75
## 2020-04-09 30.15 3493 30.15
## 2020-04-13 30.00 1314 30.00
## 2020-04-15 29.80 2039 29.80
## 2020-04-16 31.60 2624 31.60
## 2020-04-17 30.80 627 30.80
## 2020-04-20 32.95 103 32.95
## 2020-04-21 30.60 810 30.60
## 2020-04-22 30.60 9 30.60
## 2020-04-23 31.35 2595 31.35
## 2020-04-24 30.90 2062 30.90
## 2020-04-27 32.50 508 32.50
## 2020-04-28 30.55 693 30.55
## 2020-04-29 31.00 1157 31.00
## 2020-04-30 30.50 253 30.50
## 2020-05-04 30.90 8190 30.90
## 2020-05-05 32.00 149 32.00
## 2020-05-06 32.45 361 32.45
## 2020-05-07 32.10 24 32.10
## 2020-05-08 32.00 729 32.00
## 2020-05-11 32.00 2923 32.00
## 2020-05-12 32.00 347 32.00
## 2020-05-13 33.30 218 33.30
## 2020-05-14 32.05 531 32.05
## 2020-05-15 32.00 289 32.00
## 2020-05-18 32.80 125 32.80
## 2020-05-19 32.05 21 32.05
## 2020-05-20 32.25 364 32.25
## 2020-05-21 33.25 524 33.25
## 2020-05-22 33.15 1 33.15
## 2020-05-26 33.05 574 33.05
## 2020-05-27 33.25 1141 33.25
## 2020-05-28 33.50 1301 33.50
## 2020-05-29 33.35 112 33.35
## 2020-06-01 32.80 718 32.80
## 2020-06-02 32.75 1377 32.75
## 2020-06-03 32.95 3136 32.95
## 2020-06-04 33.35 562 33.35
## 2020-06-05 33.75 582 33.75
## 2020-06-08 33.75 1628 33.75
## 2020-06-09 34.00 410 34.00
## 2020-06-10 34.50 2562 34.50
## 2020-06-11 33.60 1491 33.60
## 2020-06-12 34.45 947 34.45
## 2020-06-15 34.95 1550 34.95
## 2020-06-16 34.75 1580 34.75
## 2020-06-17 34.95 1330 34.95
## 2020-06-18 36.65 8127 36.65
## 2020-06-19 43.95 128743 43.95
## 2020-06-22 46.50 235238 46.50
## 2020-06-23 43.40 25617 43.40
## 2020-06-24 42.00 13151 42.00
## 2020-06-25 40.05 5651 40.05
## 2020-06-26 40.40 7866 40.40
## 2020-06-29 38.60 8869 38.60
## 2020-06-30 46.30 46783 46.30
## 2020-07-01 42.40 83617 42.40
## 2020-07-02 43.60 10636 43.60
## 2020-07-03 43.05 22926 43.05
## 2020-07-06 42.85 18590 42.85
## 2020-07-07 41.20 5557 41.20
## 2020-07-08 41.10 16674 41.10
## 2020-07-09 41.30 11641 41.30
## 2020-07-10 41.00 15942 41.00
## 2020-07-13 40.65 5757 40.65
## 2020-07-14 39.25 2058 39.25
## 2020-07-15 38.75 2776 38.75
## 2020-07-16 39.70 6613 39.70
## 2020-07-17 41.25 6593 41.25
## 2020-07-20 40.30 25329 40.30
## 2020-07-21 40.75 7265 40.75
## 2020-07-22 41.05 13608 41.05
## 2020-07-23 40.15 1441 40.15
## 2020-07-24 42.75 55630 42.75
## 2020-07-27 40.85 16622 40.85
## 2020-07-28 40.40 1331 40.40
## 2020-07-29 39.50 3153 39.50
## 2020-07-30 41.35 35321 41.35
## 2020-07-31 41.00 8748 41.00
## 2020-08-03 42.60 46060 42.60
## 2020-08-04 43.45 35984 43.45
## 2020-08-05 42.80 13203 42.80
## 2020-08-06 42.30 7073 42.30
## 2020-08-07 42.75 1976 42.75
## 2020-08-10 42.95 8051 42.95
## 2020-08-11 45.35 71360 45.35
## 2020-08-12 44.00 16311 44.00
## 2020-08-13 44.00 8760 44.00
## 2020-08-14 44.45 10561 44.45
## 2020-08-17 47.40 96315 47.40
## 2020-08-18 51.05 82688 51.05
## 2020-08-19 53.70 78428 53.70
## 2020-08-20 64.40 298640 64.40
## 2020-08-21 60.05 217595 60.05
## 2020-08-24 57.70 26632 57.70
## 2020-08-25 53.60 28249 53.60
## 2020-08-26 52.15 12174 52.15
## 2020-08-27 52.80 13703 52.80
## 2020-08-28 53.55 6196 53.55
## 2020-08-31 50.15 15692 50.15
## 2020-09-01 50.15 6815 50.15
## 2020-09-02 50.50 1540 50.50
## 2020-09-03 50.90 4303 50.90
## 2020-09-04 52.60 34888 52.60
## 2020-09-07 52.25 4329 52.25
## 2020-09-08 51.25 3442 51.25
## 2020-09-09 52.20 16580 52.20
## 2020-09-10 51.45 2535 51.45
## 2020-09-11 51.05 3882 51.05
## 2020-09-14 51.65 8974 51.65
## 2020-09-15 51.70 2039 51.70
## 2020-09-16 51.40 1004 51.40
## 2020-09-17 52.75 4778 52.75
## 2020-09-18 53.80 7877 53.80
## 2020-09-21 54.45 9103 54.45
## 2020-09-22 52.10 11386 52.10
## 2020-09-23 52.15 9472 52.15
## 2020-09-24 52.10 5432 52.10
## 2020-09-25 52.10 1548 52.10
## 2020-09-28 52.55 1272 52.55
## 2020-09-29 52.90 645 52.90
## 2020-09-30 52.00 5895 52.00
## 2020-10-01 52.10 1892 52.10
## 2020-10-05 52.05 2591 52.05
## 2020-10-06 53.45 26885 53.45
## 2020-10-07 53.50 6269 53.50
## 2020-10-08 52.60 1169 52.60
## 2020-10-09 55.30 39523 55.30
## 2020-10-12 58.20 47162 58.20
## 2020-10-13 61.00 34449 61.00
## 2020-10-14 65.25 60148 65.25
## 2020-10-15 62.75 51825 62.75
## 2020-10-16 66.95 243217 66.95
## 2020-10-19 65.20 74880 65.20
## 2020-10-20 63.40 9004 63.40
## 2020-10-21 61.80 20058 61.80
## 2020-10-22 61.80 19104 61.80
## 2020-10-23 61.35 3027 61.35
## 2020-10-26 59.25 3934 59.25
## 2020-10-27 58.45 5038 58.45
## 2020-10-28 58.00 2132 58.00
## 2020-10-29 55.05 6413 55.05
## 2020-10-30 56.95 5787 56.95
## 2020-11-02 53.90 7377 53.90
## 2020-11-03 54.00 6764 54.00
## 2020-11-04 52.80 1265 52.80
## 2020-11-05 57.30 127352 57.30
## 2020-11-06 55.80 5750 55.80
## 2020-11-09 53.60 5006 53.60
## 2020-11-10 53.55 3785 53.55
## 2020-11-11 53.20 10401 53.20
## 2020-11-12 54.30 2093 54.30
## 2020-11-13 53.15 2690 53.15
## 2020-11-17 53.75 6289 53.75
## 2020-11-18 57.20 15765 57.20
## 2020-11-19 54.80 5752 54.80
## 2020-11-20 54.45 8637 54.45
## 2020-11-23 52.75 19795 52.75
## 2020-11-24 53.05 27121 53.05
## 2020-11-25 53.70 61960 53.70
## 2020-11-26 52.85 7415 52.85
## 2020-11-27 52.95 9409 52.95
## 2020-12-01 52.55 12786 52.55
## 2020-12-02 52.95 5761 52.95
## 2020-12-03 53.20 7922 53.20
## 2020-12-04 53.15 3893 53.15
## 2020-12-07 55.75 71111 55.75
## 2020-12-08 54.00 19504 54.00
## 2020-12-09 53.75 6624 53.75
## 2020-12-10 53.55 12054 53.55
## 2020-12-11 53.65 11601 53.65
## 2020-12-14 57.70 127843 57.70
## 2020-12-15 58.20 40801 58.20
## 2020-12-16 56.95 16011 56.95
## 2020-12-17 58.00 173570 58.00
## 2020-12-18 57.50 21791 57.50
## 2020-12-21 55.15 22698 55.15
## 2020-12-22 54.40 18929 54.40
## 2020-12-23 55.55 5316 55.55
## 2020-12-24 55.15 6886 55.15
## 2020-12-28 59.55 82118 59.55
## 2020-12-29 58.55 50821 58.55
## 2020-12-30 57.30 4642 57.30
## 2020-12-31 57.60 12148 57.60
## 2021-01-01 56.85 9403 56.85
## 2021-01-04 57.95 14386 57.95
## 2021-01-05 57.85 7631 57.85
## 2021-01-06 59.95 173499 59.95
## 2021-01-07 61.50 69234 61.50
## 2021-01-08 62.45 20888 62.45
## 2021-01-11 62.15 84785 62.15
## 2021-01-12 61.25 18801 61.25
## 2021-01-13 59.35 26944 59.35
## 2021-01-14 59.60 7859 59.60
## 2021-01-15 59.40 7832 59.40
## 2021-01-18 58.55 13369 58.55
## 2021-01-19 60.05 27488 60.05
## 2021-01-20 58.90 4945 58.90
## 2021-01-21 58.35 19144 58.35
## 2021-01-22 58.25 10000 58.25
## 2021-01-25 58.25 4448 58.25
## 2021-01-27 57.60 6415 57.60
## 2021-01-28 57.55 12232 57.55
## 2021-01-29 58.15 27414 58.15
## 2021-02-01 58.60 12001 58.60
## 2021-02-02 57.90 13177 57.90
## 2021-02-03 57.90 5878 57.90
## 2021-02-04 57.65 4131 57.65
## 2021-02-05 58.00 6182 58.00
## 2021-02-08 58.10 15441 58.10
## 2021-02-09 57.55 12544 57.55
## 2021-02-10 57.55 6720 57.55
## 2021-02-11 57.65 3892 57.65
## 2021-02-12 57.50 3307 57.50
## 2021-02-15 57.55 5630 57.55
## 2021-02-16 57.70 3745 57.70
## 2021-02-17 57.55 7018 57.55
## 2021-02-18 56.50 11795 56.50
## 2021-02-19 55.90 6334 55.90
## 2021-02-22 54.25 8832 54.25
## 2021-02-23 54.55 5192 54.55
## 2021-02-24 57.90 17399 57.90
## 2021-02-25 58.45 26569 58.45
## 2021-02-26 58.25 10492 58.25
## 2021-03-01 56.95 8560 56.95
## 2021-03-02 55.85 20100 55.85
## 2021-03-03 54.40 11679 54.40
## 2021-03-04 54.55 6204 54.55
## 2021-03-05 54.80 9511 54.80
## 2021-03-08 55.25 27599 55.25
## 2021-03-09 54.70 5216 54.70
## 2021-03-10 55.10 13871 55.10
## 2021-03-12 55.00 3483 55.00
## 2021-03-15 56.45 23456 56.45
## 2021-03-16 55.95 8509 55.95
## 2021-03-17 55.40 2751 55.40
## 2021-03-18 53.65 6499 53.65
## 2021-03-19 51.85 5663 51.85
## 2021-03-22 52.30 4369 52.30
## 2021-03-23 51.85 4869 51.85
## 2021-03-24 51.00 3652 51.00
## 2021-03-25 46.65 17699 46.65
## 2021-03-26 50.20 44482 50.20
## 2021-03-30 48.60 5462 48.60
## 2021-03-31 49.70 5692 49.70
## 2021-04-01 50.30 5039 50.30
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## 2021-04-07 48.15 4071 48.15
## 2021-04-08 49.65 5272 49.65
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## 2021-04-15 47.35 1437 47.35
## 2021-04-16 47.20 1476 47.20
## 2021-04-19 46.40 1799 46.40
## 2021-04-20 46.95 1798 46.95
## 2021-04-22 48.75 5679 48.75
## 2021-04-23 49.10 4357 49.10
## 2021-04-26 47.70 4158 47.70
## 2021-04-27 48.35 1452 48.35
## 2021-04-28 49.75 2070 49.75
## 2021-04-29 48.95 1253 48.95
## 2021-04-30 49.30 3519 49.30
## 2021-05-03 49.50 1692 49.50
## 2021-05-04 49.05 3730 49.05
## 2021-05-05 48.90 2363 48.90
## 2021-05-06 51.50 111228 51.50
## 2021-05-07 51.60 29314 51.60
## 2021-05-10 49.95 17906 49.95
## 2021-05-11 49.10 13047 49.10
## 2021-05-12 50.20 11152 50.20
## 2021-05-14 48.95 7752 48.95
## 2021-05-17 50.55 2597 50.55
## 2021-05-18 50.90 17254 50.90
## 2021-05-19 50.30 13288 50.30
## 2021-05-20 51.45 5891 51.45
## 2021-05-21 58.15 715222 58.15
## 2021-05-24 56.95 70103 56.95
## 2021-05-25 53.95 74084 53.95
## 2021-05-26 55.75 110044 55.75
## 2021-05-27 57.25 65784 57.25
## 2021-05-28 56.35 81433 56.35
## 2021-05-31 54.60 21323 54.60
## 2021-06-01 54.05 14276 54.05
## 2021-06-02 55.05 19871 55.05
## 2021-06-03 57.95 156908 57.95
## 2021-06-04 58.70 117635 58.70
## 2021-06-07 59.25 36776 59.25
## 2021-06-08 58.45 18965 58.45
## 2021-06-09 57.40 10438 57.40
## 2021-06-10 58.35 11949 58.35
## 2021-06-11 57.30 11899 57.30
## 2021-06-14 56.95 7355 56.95
## 2021-06-15 56.50 26751 56.50
## 2021-06-16 56.00 10496 56.00
## 2021-06-17 55.30 12076 55.30
## 2021-06-18 55.40 12228 55.40
## 2021-06-21 55.10 8731 55.10
## 2021-06-22 56.05 14192 56.05
## 2021-06-23 55.50 4776 55.50
## 2021-06-24 55.70 11822 55.70
## 2021-06-25 55.55 13189 55.55
## 2021-06-28 55.45 8383 55.45
## 2021-06-29 58.25 140669 58.25
## 2021-06-30 57.65 20280 57.65
## 2021-07-01 57.10 6781 57.10
## 2021-07-02 56.65 18322 56.65
## 2021-07-05 59.90 70985 59.90
## 2021-07-06 58.60 34167 58.60
## 2021-07-07 58.30 14527 58.30
## 2021-07-08 59.45 14800 59.45
## 2021-07-09 58.50 12528 58.50
## 2021-07-12 58.20 12386 58.20
## 2021-07-13 58.65 13403 58.65
## 2021-07-14 58.10 23727 58.10
## 2021-07-15 69.45 1263117 69.45
## 2021-07-16 72.30 882066 72.30
## 2021-07-19 68.55 106588 68.55
## 2021-07-20 64.75 69982 64.75
## 2021-07-22 77.70 418013 77.70
## 2021-07-23 84.85 1413394 84.85make_clean_names(data)## [1] "x1790_199951" "x1791" "x1779_800049" "x1737_949951"
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## [605] "x2238_550049" "x2223" "x2201_75" "x2206_550049"
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## [629] "x2538_600098" "x2587_899902" "x2603_350098" "x2636"
## [633] "x2602_300049" "x2613_600098" "x2650_2" "x2658_2"
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## [745] "x2941" "x2944_25" "x2965_3" "x2959_300049"
## [749] "x2971_600098" "x2970_2" "x3050_2" "x3042_199951"
## [753] "x3073_949951" "x3077_800049" "x3079_149902" "x3092_850098"
## [757] "x3030_2" "x3049_699951" "x3053_5" "x3038_850098"
## [761] "x3023_850098" "x3030_3" "x3026_899902" "x3038_800049"
## [765] "x3050_3" "x3029_5" "x3069" "x3059"
## [769] "x3039_149902" "x3042_850098" "x3021_100098" "x3007_75"
## [773] "x3011" "x3006" "x2999_699951" "x3179_5"
## [777] "x3165" "x3129_600098" "x1783_199951" "x1783_400024"
## [781] "x1747_050049" "x1694_2" "x1711_3" "x1695_3"
## [785] "x1741" "x1760" "x1794_349976" "x1804_800049"
## [789] "x1810_099976" "x1828_75" "x1815_3" "x1833_599976"
## [793] "x1793_849976" "x1766_849976" "x1757_099976" "x1780_25"
## [797] "x1780" "x1773" "x1781" "x1786"
## [801] "x1788_699951" "x1765" "x1855_050049" "x1866_150024"
## [805] "x1845_3" "x1850_599976" "x1837_199951" "x1872_75_2"
## [809] "x1878_199951" "x1868_050049" "x1870_2" "x1870_599976"
## [813] "x1861" "x1851_349976" "x1839_050049" "x1814"
## [817] "x1820_199951" "x1820_3" "x1810_449951" "x1783_150024"
## [821] "x1769_25" "x1767" "x1804_050049_2" "x1852_099976"
## [825] "x1835" "x1848_2" "x1851_5" "x1815_4"
## [829] "x1669_849976" "x1678_150024" "x1670" "x1608"
## [833] "x1431_199951" "x1570_550049" "x1490_75" "x1453_25"
## [837] "x1446" "x1574" "x1550_199951" "x1559_050049"
## [841] "x1601_800049" "x1584_25" "x1517_25" "x1538"
## [845] "x1600" "x1618_949951" "x1602_849976" "x1683_800049"
## [849] "x1684_75" "x1727_099976" "x1705_650024_2" "x1700_3"
## [853] "x1712_25" "x1801_050049" "x1814_2" "x1818_099976"
## [857] "x1806_300049" "x1755_900024" "x1741_2" "x1671_5"
## [861] "x1578_25" "x1577" "x1545_199951" "x1570"
## [865] "x1555" "x1512" "x1533_349976" "x1517"
## [869] "x1510_2" "x1498_099976" "x1482_949951" "x1492_650024"
## [873] "x1501" "x1555_400024" "x1620" "x1595_949951"
## [877] "x1615_25" "x1633_099976" "x1681_5" "x1680"
## [881] "x1705_849976" "x1627" "x1621" "x1629_2"
## [885] "x1636_75" "x1627_900024" "x1607" "x1577_5"
## [889] "x1602_099976" "x1607_650024" "x1590_400024" "x1587_300049"
## [893] "x1591_050049" "x1624" "x1641" "x1684_2"
## [897] "x1683_150024" "x1670_699951" "x1674_050049" "x1681_650024"
## [901] "x1680_050049" "x1660_099976" "x1690_3" "x1692_150024"
## [905] "x1705_849976_2" "x1680_050049_2" "x1692_099976" "x1695_199951"
## [909] "x1700_4" "x1682_099976" "x1663_300049" "x1645_099976"
## [913] "x1689_75" "x1720_25" "x1719_2" "x1691_2"
## [917] "x1687_2" "x1682" "x1717_199951_2" "x1751_050049"
## [921] "x1730" "x1728_099976" "x1710_400024" "x1697_5"
## [925] "x1708_550049" "x1712_5" "x1720_099976" "x1725_699951"
## [929] "x1777_3" "x1780_2" "x1772_2" "x1788_2"
## [933] "x1795_5" "x1801_849976" "x1831_2" "x1872_550049"
## [937] "x1857_050049" "x1880_75" "x1940_2" "x1964"
## [941] "x1955_5" "x1970_050049" "x1953_300049" "x1881_25"
## [945] "x1907_75" "x1925_2" "x1945_2" "x1951"
## [949] "x1948_099976" "x1952" "x1958_4" "x1981"
## [953] "x2022" "x2005" "x2009_050049" "x1994_150024"
## [957] "x2000_2" "x2015" "x1962_300049" "x1926_349976"
## [961] "x1928_300049" "x1907_75_2" "x1908" "x1930"
## [965] "x1954" "x1958_150024" "x1992_050049" "x2011"
## [969] "x2045_099976" "x2073_949951" "x2072_050049" "x2045_150024"
## [973] "x2041_25" "x2054_050049" "x2055" "x2066_050049"
## [977] "x2055_550049" "x2056_5" "x2067_350098" "x2081_25"
## [981] "x2076_800049" "x2096" "x2070_050049" "x2085_2"
## [985] "x2150_149902" "x2161_100098" "x2195_5" "x2166_100098"
## [989] "x2146_75" "x2156" "x2183_649902" "x2202_5"
## [993] "x2214_149902" "x2189" "x2157_300049" "x2162_2"
## [997] "x2172_2" "na_3" "x2182" "x2166_100098_2"
## [1001] "x2156_699951" "x2160_550049_2" "x2138_800049" "x2191"
## [1005] "x2150" "x2117_149902" "x2165" "x2206_199951"
## [1009] "x2236" "x2316_25" "x2375_3" "x2437"
## [1013] "x2427_949951" "x2447" "x2501" "x2495_2"
## [1017] "x2521" "x2502_5" "x2537_600098" "x2557_2"
## [1021] "x2575_550049" "x2539_100098_2" "x2496_199951" "x2604_2"
## [1025] "x2613" "x2629_550049" "x2673" "x2680_350098"
## [1029] "x2725_050049" "x2750_2" "x2745" "x2732"
## [1033] "x2780" "x2781_5" "x2789_050049" "x2824_600098"
## [1037] "x2712_149902" "x2678" "x2648" "x2580_550049"
## [1041] "x2555_399902" "x2590_3" "x2645_050049" "x2695"
## [1045] "x2590_4" "x2501_2" "x2430_550049" "x2401_050049"
## [1049] "x2400_4" "x2376_899902" "x2425_100098" "x2438_350098"
## [1053] "x2398" "x2370_800049" "x2373_399902" "x2423_649902"
## [1057] "x2475" "x2495_100098" "x2464_199951" "x2448_550049"
## [1061] "x2422" "x2382" "x2395_25" "x2400_5"
## [1065] "x2380_2" "x2315" "x2347_199951" "x2336_199951"
## [1069] "x2260" "x2300_2" "x2359" "x2375_800049"
## [1073] "x2350" "x2377_100098" "x2360_050049" "x2396_149902"
## [1077] "x2415_550049" "x2397" "x2343_050049" "x2375_350098"
## [1081] "x2411_100098" "x2390_2" "x2355_350098" "x2390_3"
## [1085] "x2398_199951" "x2410" "x2392" "x2409_100098"
## [1089] "x2521_5" "x2531" "x2532_2" "x2484_5"
## [1093] "x2504_5" "x2600_100098" "x2628" "x2610_149902"
## [1097] "x2555_3" "x2564_300049" "x2537" "x2581_699951"
## [1101] "x2566_850098" "x2528_800049" "x2488" "x2496_199951_2"
## [1105] "x2530_3" "x2534" "x2575_2" "x2570"
## [1109] "x2524_050049" "x2505_600098" "x2571_550049" "x2546_100098"
## [1113] "x2528" "x2541_5" "x2542_149902" "x2521_300049"
## [1117] "x2530_4" "x2601_550049" "x2747_550049" "x2789"
## [1121] "x2798_649902" "x2778_5" "x2795" "x2808_199951"
## [1125] "x2822_75" "x2910_399902" "x2902_25" "x2931_149902"
## [1129] "x2936_100098" "x2915_100098" "x2877_149902" "x2904_050049"
## [1133] "x2908" "x2903_949951" "x2907_5" "x2919_600098_2"
## [1137] "x2920_649902" "x2938_600098" "x2916_5" "x2960_949951"
## [1141] "x3005_5" "x3000_5" "x3016_050049" "x3021_050049"
## [1145] "x3004_199951" "x2983_5" "x2975_449951" "x2985"
## [1149] "x2976_25" "x2973_050049" "x2985_649902" "x2997"
## [1153] "x2999_75" "x3007_100098" "x2996_2" "x3011_25"
## [1157] "x3018_800049" "x3007" "x2991_050049" "x2985_350098"
## [1161] "x2984_199951" "x2971_100098" "x2965_4" "x2965_5"
## [1165] "x2979_550049" "x3090" "x3078_050049" "x1793_199951"
## [1169] "x1790_650024" "x1751_400024" "x1707_150024" "x1724_400024"
## [1173] "x1728_800049" "x1772_550049" "x1792_550049" "x1804_900024"
## [1177] "x1819_150024" "x1842_25" "x1835_150024" "x1830_050049"
## [1181] "x1848_75" "x1810_75" "x1779_25" "x1776_099976"
## [1185] "x1786_800049" "x1788_349976" "x1779_099976" "x1796_949951"
## [1189] "x1805_2" "x1795_650024" "x1867_650024" "x1891_300049"
## [1193] "x1873_5" "x1856_800049_2" "x1858_699951" "x1869_5"
## [1197] "x1878_099976" "x1893_699951" "x1874_050049" "x1877_050049"
## [1201] "x1881_400024" "x1863_650024" "x1884_900024" "x1842_25_2"
## [1205] "x1818_949951" "x1826_099976" "x1826_650024" "x1843_800049"
## [1209] "x1797_949951" "x1786_800049_2" "x1800_550049" "x1847_949951"
## [1213] "x1874_449951" "x1877_449951" "x1867_150024" "x1882_849976"
## [1217] "x1843_349976" "x1797_699951" "x1683_400024" "x1731_599976"
## [1221] "x1618_199951" "x1601_199951" "x1742_949951" "x1498_449951"
## [1225] "x1524_849976" "x1593_150024" "x1616_949951" "x1604_150024"
## [1229] "x1594_949951" "x1666_5" "x1603_199951" "x1520_900024"
## [1233] "x1623_800049_2" "x1608_949951" "x1651_349976" "x1680_849976"
## [1237] "x1718_199951" "x1743_099976" "x1756_25" "x1730_449951"
## [1241] "x1726" "x1813" "x1821_650024_2" "x1827_550049"
## [1245] "x1851_349976_2" "x1824_400024" "x1767_5" "x1758_699951"
## [1249] "x1676_800049" "x1619_150024" "x1610_650024" "x1594_300049"
## [1253] "x1578_400024" "x1569_599976" "x1523_349976" "x1563_300049"
## [1257] "x1522_400024" "x1552_949951" "x1501_099976" "x1503_949951_2"
## [1261] "x1500_050049" "x1574_300049" "x1617_900024" "x1629_849976"
## [1265] "x1619_449951" "x1643_599976" "x1683_099976" "x1693_25_2"
## [1269] "x1709_300049" "x1716_550049" "x1633_75" "x1638_550049"
## [1273] "x1634_25" "x1642_050049" "x1635_949951_2" "x1610_599976"
## [1277] "x1637_349976" "x1618_199951_2" "x1621_699951" "x1595_400024_2"
## [1281] "x1597_800049_2" "x1622_5" "x1652_150024" "x1683_900024"
## [1285] "x1747_25" "x1689_2" "x1686_75" "x1691_949951"
## [1289] "x1687_449951" "x1688" "x1686_449951" "x1695_650024"
## [1293] "x1708_849976" "x1745_75" "x1686_25" "x1717_25"
## [1297] "x1703_5" "x1705_650024_3" "x1688_400024" "x1671_650024"
## [1301] "x1693_199951" "x1717_900024" "x1751_599976" "x1724_25_2"
## [1305] "x1695_75" "x1727_800049" "x1712_050049" "x1778_150024"
## [1309] "x1759_650024" "x1740_150024" "x1743_349976" "x1715_5"
## [1313] "x1705_5" "x1713_949951" "x1716_300049" "x1727_550049_2"
## [1317] "x1806_25" "x1782_349976" "x1789_550049" "x1797_25"
## [1321] "x1802_550049_2" "x1802_550049_3" "x1836_699951" "x1874_099976"
## [1325] "x1885_699951" "x1874_900024" "x1958_5" "x1962_150024"
## [1329] "x2000_599976" "x1971_400024" "x1982_5" "x1958_099976"
## [1333] "x1899_099976" "x1979_300049" "x1943_949951" "x1978"
## [1337] "x1956_349976" "x1982_099976" "x1960_349976_2" "x1979_050049"
## [1341] "x2056_550049" "x2035_949951" "x2031_199951" "x2017_550049"
## [1345] "x2012_099976" "x2007_949951" "x2028_400024" "x1972_550049"
## [1349] "x1937_5" "x1946_550049" "x1918_349976" "x1925_599976"
## [1353] "x1945_599976" "x1959_949951" "x1986_400024" "x2040_449951_2"
## [1357] "x2028" "x2090_2" "x2105" "x2088_649902"
## [1361] "x2050_600098" "x2077_850098" "x2064_649902" "x2071_350098"
## [1365] "x2090_449951" "x2061_199951" "x2070_100098" "x2118_5"
## [1369] "x2114_300049" "x2099_899902" "x2120_25" "x2080_449951"
## [1373] "x2197_800049" "x2159_550049" "x2225_449951" "x2211_5"
## [1377] "x2172_850098" "x2154_649902" "x2169_449951" "x2238_300049"
## [1381] "x2209_050049" "x2225_199951_2" "x2199_75" "x2181_699951"
## [1385] "x2171_800049" "x2179_949951" "na_4" "x2187_649902"
## [1389] "x2195_75" "x2161_699951" "x2166_550049" "x2186_25"
## [1393] "x2207_899902" "x2154_300049" "x2155_300049" "x2215_300049"
## [1397] "x2230_050049" "x2315_850098" "x2411_399902" "x2438_75"
## [1401] "x2472_550049" "x2438_899902" "x2522_300049" "x2526_050049"
## [1405] "x2520_949951" "x2548_149902" "x2527_449951" "x2582_449951"
## [1409] "x2575_050049" "x2601_5" "x2554_649902" "x2600_800049"
## [1413] "x2642_550049" "x2648_25" "x2683_899902" "x2696_800049"
## [1417] "x2734_399902_2" "x2764_5" "x2775_550049" "x2753_699951_2"
## [1421] "x2793_850098" "x2805_350098" "x2792_25" "x2844_699951"
## [1425] "x2849_300049" "x2720_550049" "x2703_699951" "x2663_899902"
## [1429] "x2590_899902" "x2588_199951" "x2645_050049_2" "x2697_25"
## [1433] "x2716_350098" "x2596_649902" "x2513_949951_2" "x2436_600098"
## [1437] "x2441_699951" "x2407_350098" "x2447_800049" "x2463_649902"
## [1441] "x2453_649902" "x2401_800049" "x2376_75" "x2416_850098"
## [1445] "x2506_850098" "x2510_600098" "x2505_5" "x2486_100098"
## [1449] "x2456_75" "x2450_25" "x2388_149902" "x2470_75"
## [1453] "x2416_449951" "x2387_050049" "x2372_199951" "x2361_350098"
## [1457] "x2373_75" "x2277_199951" "x2362_300049" "x2390_399902"
## [1461] "x2402_100098" "x2417_100098" "x2387_100098" "x2382_699951"
## [1465] "x2422_699951" "x2431_949951" "x2401_350098" "x2355"
## [1469] "x2468_600098" "x2422_949951" "x2404_550049" "x2411_25"
## [1473] "x2425_699951" "x2410_300049_2" "x2443_550049" "x2402_199951"
## [1477] "x2505_149902" "x2578_050049_2" "x2537_399902" "x2551_75"
## [1481] "x2510_649902" "x2611_600098" "x2628_600098" "x2650_649902"
## [1485] "x2630_800049" "x2602_199951" "x2570_699951" "x2587_699951"
## [1489] "x2663_699951" "x2571_899902" "x2553_649902" "x2511_25"
## [1493] "x2517_949951" "x2557_899902" "x2574_350098" "x2614_550049"
## [1497] "x2613_449951" "x2536_399902" "x2582_149902" "x2587_149902"
## [1501] "x2567_649902" "x2549_050049" "x2551_649902" "x2556_949951"
## [1505] "x2556_25" "x2556_199951" "x2774_5" "x2782_75"
## [1509] "x2821_800049" "x2815_850098" "x2794_100098" "x2832_5"
## [1513] "x2819_199951" "x2914_399902" "x2941_600098" "x2949_350098"
## [1517] "x2940_699951" "x2977_5" "x2931" "x2903_699951"
## [1521] "x2935_350098" "x2924_899902" "x2933_100098" "x2926_25"
## [1525] "x2943_550049" "x2950_600098" "x2956_25" "x2949_899902"
## [1529] "x3042_199951_2" "x3018_699951" "x3060_300049" "x3047_199951"
## [1533] "x3068_550049" "x3010_800049" "x2987_350098_2" "x3043_25"
## [1537] "x3003_899902" "x2982_949951" "x3001_5" "x2992_699951"
## [1541] "x3021_600098" "x3005" "x3014_800049" "x3002_5"
## [1545] "x3040_100098" "x3028_300049" "x3010_600098" "x2999_399902"
## [1549] "x2993_850098" "x3001_949951" "x2983_600098" "x2989_300049_2"
## [1553] "x2981_949951" "x3159_050049" "x3106_75" "x3083_75"
## [1557] "x397285" "x411266" "x1318628" "x1871804"
## [1561] "x1033650" "x1006057" "x1781733" "x1256612"
## [1565] "x823821" "x775629" "x1252925" "x1031569"
## [1569] "x862204" "x1091453" "x2101561" "x3415306"
## [1573] "x1885275" "x1195596" "x969054" "x873291"
## [1577] "x873805" "x1005975" "x1169614" "x2854532"
## [1581] "x1830049" "x1344016" "x995386" "x632858"
## [1585] "x747711" "x1093021" "x1616826" "x638878"
## [1589] "x771464" "x676579" "x683421" "x723351"
## [1593] "x1401879" "x1310832" "x897257" "x1909619"
## [1597] "x1643273" "x2964119" "x1219296" "x1392463"
## [1601] "x3050469" "x2062439" "x1393659" "x3420741"
## [1605] "x3194186" "x6254349" "x3878300" "x2867336"
## [1609] "x2643189" "x3676437" "x4906644" "x3128629"
## [1613] "x2155326" "x3910566" "x2196415" "x2622118"
## [1617] "x2102479" "x1844011" "x2789174" "x1559455"
## [1621] "x2925847" "x2733586" "x2382213" "x1489539"
## [1625] "x2586159" "x2508270" "x1821296" "x1398686"
## [1629] "x1431055" "x1594930" "x3727805" "x2573552"
## [1633] "x2744768" "x1770889" "x1934910" "x2931120"
## [1637] "x2926333" "x2942397" "x5867890" "x3937921"
## [1641] "x5256213" "x5644426" "x3767646" "x4504073"
## [1645] "x2940514" "x2592264" "x2860493" "x2871905"
## [1649] "x3164137" "x2057402" "x3845743" "x5203736"
## [1653] "x3552636" "x2260057" "x3138915" "x3532977"
## [1657] "x2529255" "x2440552" "x3088817" "x4388930"
## [1661] "x2884206" "x2046505" "x3671930" "x2069280"
## [1665] "x1888420" "x2391556" "x1681166" "x1497691"
## [1669] "x1812788" "x1417273" "x2714342" "x2034739"
## [1673] "x2334863" "x11545923" "x4054785" "x2129986"
## [1677] "x2753482" "x1960731" "x1661296" "x2038399"
## [1681] "x1988941" "x1236670" "x2983260" "x2725937"
## [1685] "x1904661" "x1156043" "x1289791" "x1347120"
## [1689] "x1611341" "x1442725" "x2308792" "x1848600"
## [1693] "x2088461" "x1300409" "x2375218" "x3971563"
## [1697] "x6470525" "x2534092" "x1530981" "x2113975"
## [1701] "x1678643" "x1437425" "x1815396" "x1416803"
## [1705] "x1914507" "x5166075" "x1892614" "x3039662"
## [1709] "x1679096" "x1192375" "x1868376" "x1634180"
## [1713] "x2586298" "x1947114" "x1538879" "x5688228"
## [1717] "x3996329" "x3544399" "x2245810" "x3116305"
## [1721] "x1842536" "x2738522" "x3068285" "x2569603"
## [1725] "x1931667" "x1930422" "x2855392" "x2401034"
## [1729] "x2776804" "x5081252" "x2599475" "x2142458"
## [1733] "x1997383" "x1717740" "x2416918" "x3021436"
## [1737] "x2518361" "x1974860" "x2732912" "x1906183"
## [1741] "x1939316" "x1137313" "x1965383" "x2518982"
## [1745] "x2014003" "x1554873" "x3152378" "x2429595"
## [1749] "x1427493" "x1636939" "x2182836" "x2619233"
## [1753] "x1530471" "x4001883" "x2017706" "x1338404"
## [1757] "x2377713" "x2895432" "x2755686" "x3070714"
## [1761] "x1278139" "x4964874" "x3166047" "x4795796"
## [1765] "x3006197" "x1772571" "x1781465" "x2189957"
## [1769] "x2671841" "x2395965" "x1691773" "x1879561"
## [1773] "x2387398" "x1626054" "x1560060" "na_5"
## [1777] "x1699293" "x1817170" "x2669522" "x2196113"
## [1781] "x4002609" "x2954306" "x1682365" "x2247478"
## [1785] "x10036402" "x2235498" "x3305952" "x4334658"
## [1789] "x2789953" "x1762501" "x2090950" "x2022370"
## [1793] "x2372909" "x2171653" "x1280339" "x1283286"
## [1797] "x1920875" "x1750663" "x4402604" "x1383048"
## [1801] "x1993090" "x1339307" "x1143202" "x1226254"
## [1805] "x1562853" "x1614643" "x1526325" "x1246698"
## [1809] "x1360486" "x1299589" "x1697884" "x1142806"
## [1813] "x1660967" "x1517995" "x6674890" "x2862676"
## [1817] "x2124950" "x2570436" "x2395168" "x2558693"
## [1821] "x2065439" "x5015712" "x4945564" "x3520087"
## [1825] "x2700415" "x3035457" "x2768673" "x1797359"
## [1829] "x2679428" "x2409356" "x3478562" "x3303319"
## [1833] "x3666313" "x7178572" "x4473123" "x1446286"
## [1837] "x1376085" "x1634576" "x1615849" "x3178784"
## [1841] "x4253843" "x2244567" "x2002642" "x3267268"
## [1845] "x1708526" "x2839515" "x3933813" "x2545806"
## [1849] "x2033586" "x1591567" "x2149984" "x1953642"
## [1853] "x1593838" "x1800442" "x1056102" "x1279203"
## [1857] "x1524449" "x4230564" "x1623187" "x1851739"
## [1861] "x3738079" "x1489853" "x1745466" "x4132092"
## [1865] "x2272545" "x3084607" "x2332884" "x1616044"
## [1869] "x1219588" "x1268939" "x3372846" "x1937977"
## [1873] "x897483" "x1185017" "x1427691" "x1200230"
## [1877] "x1209829" "x2760777" "x1552036" "x1489287"
## [1881] "x1690758" "x1614593" "x1103980" "x866331"
## [1885] "x1065561" "x1295346" "x1384907" "x1034774"
## [1889] "x1058140" "x1220186" "x1518119" "x1416102"
## [1893] "x1526814" "x1168363" "x2085630" "x10543708"
## [1897] "x2134352" "x1328605" "x1219067" "x1211975"
## [1901] "x1328308" "x813091" "x2730112" "x1250531"
## [1905] "x2415085" "x711383" "x2093635" "x1194073"
## [1909] "x2067842" "x1404434" "x1509084" "x802415"
## [1913] "x762931" "x1340352" "x1344559" "x878445"
## [1917] "x746823" "x2262031" "x859505" "x1533864"
## [1921] "x2293860" "x720491" "x1199238" "x1009007"
## [1925] "x985596" "x786964" "x891695" "x1242734"
## [1929] "x924522" "x848235" "x805542" "x863343"
## [1933] "x762630" "x1234865" "x907391" "x547082"
## [1937] "x765566" "x703484" "x470744" "x635535"
## [1941] "x1062548" "x837836" "x6755922" "x1982572"
## [1945] "x815329" "x1772_947632" "x1770_426636" "x1731_619751"
## [1949] "x1687_869629" "x1704_924805" "x1709_275024" "x1752_530884"
## [1953] "x1772_305054" "x1784_515625" "x1798_604736" "x1821_443848"
## [1957] "x1814_42395" "x1809_381714" "x1827_870361" "x1790_299561"
## [1961] "x1759_155396" "x1756_040771" "x1766_620117" "x1768_152466"
## [1965] "x1759_00708" "x1776_655273" "x1784_61438" "x1775_369995"
## [1969] "x1846_556885" "x1869_939819" "x1852_34082" "x1835_829346"
## [1973] "x1837_707886" "x1848_385986" "x1856_888794" "x1872_312744"
## [1977] "x1852_884766" "x1855_85083" "x1860_151611" "x1842_602051"
## [1981] "x1863_612061" "x1821_443848_2" "x1798_40686" "x1805_476074"
## [1985] "x1806_019897" "x1822_976318" "x1777_644043" "x1766_620117_2"
## [1989] "x1787_367065" "x1834_4198" "x1860_72583" "x1863_703979"
## [1993] "x1853_479248" "x1869_064331" "x1829_853516" "x1784_53772"
## [1997] "x1671_074829" "x1718_921753" "x1606_351929" "x1589_47644"
## [2001] "x1730_188599" "x1487_47876" "x1513_685425" "x1581_485596"
## [2005] "x1605_111206" "x1592_404907" "x1583_272217" "x1654_298462"
## [2009] "x1591_461792" "x1509_764404" "x1611_911133" "x1597_169678"
## [2013] "x1639_259399" "x1668_543335" "x1705_619873" "x1730_337524"
## [2017] "x1743_391357" "x1717_780151" "x1713_362793" "x1799_725708"
## [2021] "x1808_312378" "x1814_169434" "x1837_794922" "x1811_042236"
## [2025] "x1754_55896" "x1745_823242" "x1664_522949" "x1607_295166"
## [2029] "x1598_8573" "x1582_627075" "x1566_843506" "x1558_10791"
## [2033] "x1512_196533" "x1551_854004" "x1511_25354" "x1541_579834"
## [2037] "x1490_109375" "x1492_938477" "x1489_067139" "x1562_77356"
## [2041] "x1606_054321" "x1617_916626" "x1607_592773" "x1631_566162"
## [2045] "x1670_776855" "x1680_852539" "x1696_785034" "x1703_982056"
## [2049] "x1621_788208" "x1626_553101" "x1622_284424" "x1630_027466"
## [2053] "x1623_972046" "x1598_807617" "x1625_361816" "x1606_351929_2"
## [2057] "x1609_826294" "x1583_718994" "x1586_101563" "x1610_620483"
## [2061] "x1640_053589" "x1671_570923" "x1734_457153" "x1676_633667"
## [2065] "x1674_400146" "x1679_562012" "x1675_094971" "x1675_640869"
## [2069] "x1674_102417" "x1683_234985" "x1696_338379" "x1732_968262"
## [2073] "x1673_903809" "x1704_67688" "x1691_027466" "x1693_161865"
## [2077] "x1676_038086" "x1659_410767" "x1680_802856" "x1705_322144"
## [2081] "x1738_775269" "x1711_62561" "x1683_334106" "x1716_668213"
## [2085] "x1701_019653" "x1766_693848" "x1748_312988" "x1728_938599"
## [2089] "x1732_11792" "x1704_447388" "x1694_511841" "x1702_907349"
## [2093] "x1705_24231" "x1716_4198" "x1794_612793" "x1770_866699"
## [2097] "x1778_020386" "x1785_670654" "x1790_936646" "x1790_936646_2"
## [2101] "x1824_866455" "x1862_025513" "x1873_550781" "x1862_820435"
## [2105] "x1945_38501" "x1949_508301" "x1987_710571" "x1958_698608"
## [2109] "x1969_727173" "x1945_484375" "x1886_864502" "x1966_547852"
## [2113] "x1931_425415" "x1965_256104" "x1943_745605" "x1969_329712"
## [2117] "x1947_719849" "x1966_299438" "x2043_300049" "x2022_832764"
## [2121] "x2018_113403" "x2004_551392" "x1999_136353" "x1995_013184"
## [2125] "x2015_331543" "x1959_841309" "x1925_01709" "x1934_008911"
## [2129] "x1905_990479" "x1913_193726" "x1933_064941" "x1947_322388"
## [2133] "x1973_602051" "x2027_303711" "x2014_934082" "x2076_534424"
## [2137] "x2091_437988" "x2075_193359" "x2037_38855" "x2064_462891"
## [2141] "x2051_3479" "x2058_004883" "x2076_981445" "x2047_920044"
## [2145] "x2056_762939" "x2104_85083" "x2100_678223" "x2086_370605"
## [2149] "x2106_5896" "x2067_046143" "x2183_640137" "x2148_912109"
## [2153] "x2214_487305" "x2200_606201" "x2162_146484" "x2144_036133"
## [2157] "x2158_763184" "x2227_27417" "x2198_168213" "x2214_238525"
## [2161] "x2188_914063" "x2170_952881" "x2161_101807" "x2169_211426"
## [2165] "na_6" "x2176_873535" "x2184_933594" "x2151_05127"
## [2169] "x2155_877686" "x2175_480469" "x2197_023682" "x2143_687988"
## [2173] "x2144_683105" "x2204_387451" "x2219_064697" "x2304_442139"
## [2177] "x2399_52124" "x2426_736572" "x2460_370117" "x2426_885742"
## [2181] "x2509_875244" "x2513_606689" "x2508_531738" "x2535_597656"
## [2185] "x2514_999756" "x2569_72876" "x2562_365234" "x2588_685059"
## [2189] "x2542_065674" "x2587_988525" "x2629_532715" "x2635_20459"
## [2193] "x2670_678955" "x2683_515625" "x2720_930176" "x2750_88208"
## [2197] "x2761_877686" "x2740_135254" "x2780_087402" "x2791_530762"
## [2201] "x2778_495361" "x2830_686768" "x2835_264404" "x2707_148438"
## [2205] "x2690_381348" "x2650_777344" "x2578_136963" "x2575_450439"
## [2209] "x2632_020508" "x2683_963379" "x2702_969238" "x2583_858643"
## [2213] "x2501_566162" "x2424_597412" "x2429_672119" "x2395_491455"
## [2217] "x2435_742188" "x2451_513916" "x2441_563232" "x2389_96875"
## [2221] "x2365_041992" "x2404_94458" "x2494_501221" "x2498_23291"
## [2225] "x2493_157959" "x2473_853516" "x2444_647949" "x2438_179932"
## [2229] "x2376_385742" "x2458_579102" "x2404_546387" "x2375_29126"
## [2233] "x2360_514404" "x2349_718018" "x2362_056885" "x2265_982422"
## [2237] "x2350_66333" "x2378_624756" "x2390_267334" "x2405_193359"
## [2241] "x2375_341064" "x2370_962646" "x2410_765625" "x2419_970215"
## [2245] "x2389_520996" "x2343_39917" "x2456_439697" "x2411_014404"
## [2249] "x2392_705078" "x2399_37207" "x2413_750977" "x2398_426758"
## [2253] "x2431_512939" "x2390_366699" "x2492_80957" "x2565_350586"
## [2257] "x2524_900635" "x2539_179932" "x2498_282471" "x2598_735352"
## [2261] "x2615_651611" "x2637_592773" "x2617_840576" "x2589_381348"
## [2265] "x2558_036621" "x2574_952881" "x2650_578613" "x2559_230713"
## [2269] "x2541_070557" "x2498_879639" "x2505_546387" "x2545_299561"
## [2273] "x2561_668701" "x2601_670654" "x2600_575928" "x2523_905518"
## [2277] "x2569_430176" "x2574_405518" "x2555_001709" "x2536_493408"
## [2281] "x2539_080322" "x2544_354248" "x2543_657959" "x2543_608154"
## [2285] "x2760_832764" "x2769_041992" "x2807_899902" "x2801_979248"
## [2289] "x2780_336182" "x2818_547119" "x2805_3125" "x2900_043457"
## [2293] "x2927_109619" "x2934_821533" "x2926_213867" "x2962_832764"
## [2297] "x2916_561768" "x2889_39624" "x2920_890381" "x2910_491699"
## [2301] "x2918_651611" "x2911_835205" "x2929_050049" "x2950_600098_2"
## [2305] "x2956_25_2" "x2949_899902_2" "x3042_199951_3" "x3018_699951_2"
## [2309] "x3060_300049_2" "x3047_199951_2" "x3068_550049_2" "x3010_800049_2"
## [2313] "x2987_350098_3" "x3043_25_2" "x3003_899902_2" "x2982_949951_2"
## [2317] "x3001_5_2" "x2992_699951_2" "x3021_600098_2" "x3005_2"
## [2321] "x3014_800049_2" "x3002_5_2" "x3040_100098_2" "x3028_300049_2"
## [2325] "x3010_600098_2" "x2999_399902_2" "x2993_850098_2" "x3001_949951_2"
## [2329] "x2983_600098_2" "x2989_300049_3" "x2981_949951_2" "x3159_050049_2"
## [2333] "x3106_75_2" "x3083_75_2"make_clean_names(banaras_data)## [1] "x29_049999" "x32" "x31_450001" "x29_25"
## [5] "x32_400002" "x32_2" "x29_450001" "x32_25"
## [9] "x30_65" "x37_400002" "x33_5" "x33_75"
## [13] "x36_75" "x35_200001" "x34_650002" "x34_450001"
## [17] "x35" "x34_400002" "x34_400002_2" "x33_099998"
## [21] "x34_900002" "x35_799999" "x34_75" "x40_950001"
## [25] "x37_5" "x35_900002" "x34_299999" "x35_650002"
## [29] "x35_2" "x35_3" "x33_450001" "x35_5"
## [33] "x36_900002" "x37_25" "x34_150002" "x34_049999"
## [37] "x33_549999" "x33_400002" "x33_25" "x33_299999"
## [41] "x33_099998_2" "x33_049999" "x30_700001" "x34_25"
## [45] "x32_900002" "x32_099998" "x29_5" "x35_950001"
## [49] "x32_3" "x31_049999" "x24_15" "x27_049999"
## [53] "x27_549999" "x30_950001" "x28_950001" "x29_049999_2"
## [57] "x23" "x31_700001" "x25_549999" "x27_700001"
## [61] "x29_35" "x28_5" "x28_549999" "x28_5_2"
## [65] "x27_25" "x32_700001" "x30_25" "x29_85"
## [69] "x30_049999" "x30" "x30_2" "x30_85"
## [73] "x30_1" "x30_9" "x30_6" "x30_549999"
## [77] "x30_549999_2" "x31_049999_2" "x31_049999_3" "x31_5"
## [81] "x31" "x31_25" "x31_549999" "x32_049999"
## [85] "x32_4" "x31_1" "x30_75" "x32_049999_2"
## [89] "x32_049999_3" "x32_049999_4" "x33_349998" "x32_049999_5"
## [93] "x32_75" "x32_049999_6" "x32_049999_7" "x33_150002"
## [97] "x33_150002_2" "x33_049999_2" "x33_5_2" "x33_450001_2"
## [101] "x33_349998_2" "x32_799999" "x33_049999_3" "x33_049999_4"
## [105] "x33_599998" "x33_599998_2" "x33_75_2" "x33_549999_2"
## [109] "x34_5" "x34_25_2" "x34_900002_2" "x34_950001"
## [113] "x35_700001" "x35_5_2" "x37_849998" "x50_599998"
## [117] "x45_900002" "x45_049999" "x40_700001" "x41_700001"
## [121] "x38_849998" "x40" "x50" "x44"
## [125] "x42_049999" "x44_799999" "x42_25" "x42"
## [129] "x42_549999" "x42_450001" "x40_450001" "x40_2"
## [133] "x40_849998" "x40_200001" "x40_200001_2" "x40_849998_2"
## [137] "x40_950001_2" "x41_599998" "x40_049999" "x40_650002"
## [141] "x44_150002" "x40_049999_2" "x40_599998" "x40_5"
## [145] "x42_700001" "x40_650002_2" "x42_849998" "x45_700001"
## [149] "x43" "x41_849998" "x42_150002" "x43_2"
## [153] "x45_950001" "x43_299999" "x44_549999" "x44_150002_2"
## [157] "x49" "x51" "x53" "x66_900002"
## [161] "x61_5" "x56_099998" "x52_049999" "x51_049999"
## [165] "x52_400002" "x55" "x50_150002" "x52"
## [169] "x51_150002" "x50_150002_2" "x53_2" "x52_299999"
## [173] "x51_549999" "x53_950001" "x51_450001" "x51_950001"
## [177] "x52_400002_2" "x52_549999" "x52_450001" "x53_200001"
## [181] "x53_900002" "x54" "x52_549999_2" "x52_2"
## [185] "x52_099998" "x52_099998_2" "x52_099998_3" "x52_849998"
## [189] "x52_5" "x52_099998_4" "x52_3" "x54_549999"
## [193] "x52_799999" "x52_200001" "x56_049999" "x60_650002"
## [197] "x62_400002" "x67_900002" "x62_950001" "x68_900002"
## [201] "x65_25" "x63_049999" "x61_700001" "x63_75"
## [205] "x60_150002" "x58_75" "x61_299999" "x57_049999"
## [209] "x55_849998" "x54_5" "x54_650002" "x54_049999"
## [213] "x53_5" "x58" "x53_900002_2" "x53_599998"
## [217] "x54_900002" "x52_549999_3" "x53_049999" "na"
## [221] "x53_150002" "x53_849998" "x57_700001" "x54_5_2"
## [225] "x56_450001" "x55_549999" "x53_950001_2" "x54_75"
## [229] "x53_849998_2" "x53_3" "x52_75" "x52_450001_2"
## [233] "x53_049999_2" "x53_049999_3" "x56_950001" "x54_599998"
## [237] "x53_849998_3" "x54_450001" "x55_25" "x58_2"
## [241] "x59_25" "x55_650002" "x59_75" "x58_450001"
## [245] "x55_400002" "x54_950001" "x56_950001_2" "x55_25_2"
## [249] "x61_299999_2" "x58_599998" "x60" "x57"
## [253] "x56_849998" "x59_450001" "x57_25" "x59_650002"
## [257] "x64_5" "x61_450001" "x62_150002" "x63_25"
## [261] "x59_349998" "x58_400002" "x58_799999" "x58_099998"
## [265] "x60_950001" "x60_549999" "x59_450001_2" "x60_650002_2"
## [269] "x59_049999" "x58_599998_2" "x58_3" "x59_349998_2"
## [273] "x58_349998" "x58_099998_2" "x58_4" "x58_450001_2"
## [277] "x58_25" "x58_75_2" "x57_799999" "x58_5"
## [281] "x57_599998" "x57_549999" "x59_849998" "x57_650002"
## [285] "x58_200001" "x58_049999" "x56" "x57_799999_2"
## [289] "x53_650002" "x58_6" "x58_049999_2" "x59_25_2"
## [293] "x58_900002" "x56_25" "x54_450001_2" "x55_2"
## [297] "x55_349998" "x55_400002_2" "x54_950001_2" "x54_650002_2"
## [301] "x56_2" "x55_450001" "x56_799999" "x56_349998"
## [305] "x52_549999_4" "x52_299999_2" "x52_049999_2" "x51_549999_2"
## [309] "x50_5" "x48_900002" "x51_2" "x50_900002"
## [313] "x50_849998" "x51_75" "x50_549999" "x48_349998"
## [317] "x50_099998" "x48_299999" "x50_2" "x47_450001"
## [321] "x47_75" "x47_150002" "x46_400002" "x46_549999"
## [325] "x48_950001" "x50_3" "x48_299999_2" "x49_2"
## [329] "x49_75" "x49_700001" "x49_849998" "x49_25"
## [333] "x50_950001" "x48_950001_2" "x48_099998" "x53_200001_2"
## [337] "x53_400002" "x49_400002" "x49_150002" "x50_25"
## [341] "x49_900002" "x50_599998_2" "x51_900002" "x51_299999"
## [345] "x52_4" "x59_900002" "x58_7" "x55_400002_3"
## [349] "x57_400002" "x55_450001_2" "x57_400002_2" "x54_599998_2"
## [353] "x53_549999" "x56_799999_2" "x58_5_2" "x61_400002"
## [357] "x60_2" "x58_049999_3" "x57_25_2" "x58_8"
## [361] "x57_299999" "x56_75" "x56_049999_2" "x55_5"
## [365] "x55_599998" "x56_400002" "x57_5" "x56_400002_2"
## [369] "x56_549999" "x57_200001" "x55_400002_4" "x55_75"
## [373] "x59_700001" "x57_849998" "x56_549999_2" "x56_299999"
## [377] "x61_549999" "x58_599998_3" "x59_900002_2" "x58_75_3"
## [381] "x60_599998" "x59" "x58_799999_2" "x58_849998"
## [385] "x71_699997" "x70" "x69_800003" "x65_5"
## [389] "x84_400002" "x30_25_2" "x32_5" "x32_900002_2"
## [393] "x30_9_2" "x32_400002_2" "x32_6" "x32_200001"
## [397] "x33_5_3" "x35_75" "x37_950001" "x35_950001_2"
## [401] "x36_349998" "x36_75_2" "x36_549999" "x37_25_2"
## [405] "x36_700001" "x35_900002_2" "x34_950001_2" "x34_900002_3"
## [409] "x35_900002_3" "x34_900002_4" "x35_799999_2" "x37_150002"
## [413] "x43_450001" "x38_5" "x37_75" "x37_450001"
## [417] "x36" "x35_099998" "x35_049999" "x36_900002_2"
## [421] "x35_5_3" "x38" "x37_25_3" "x35_900002_4"
## [425] "x36_2" "x35_349998" "x35_900002_5" "x34_900002_5"
## [429] "x36_400002" "x35_849998" "x34_700001" "x32_700001_2"
## [433] "x35_900002_6" "x32_900002_3" "x33_25_2" "x33_599998_3"
## [437] "x36_450001" "x33_849998" "x32_900002_4" "x30_3"
## [441] "x28_9" "x32_650002" "x32_7" "x31_2"
## [445] "x30_950001_2" "x33_700001" "x31_700001_2" "x27_6"
## [449] "x29_950001" "x29_4" "x29_9" "x30_700001_2"
## [453] "x32_5_2" "x31_9" "x32_75_2" "x32_5_2_2"
## [457] "x31_85" "x30_200001" "x31_65" "x34"
## [461] "x32_799999_2" "x32_950001" "x33_5_4" "x30_6_2"
## [465] "x34_2" "x31_450001_2" "x33_049999_5" "x32_8"
## [469] "x31_75" "x31_9_2" "x32_5_3" "x32_9"
## [473] "x32_450001" "x32_450001_2" "x32_5_4" "x32_5_5"
## [477] "x32_049999_8" "x33_299999_2" "x33_450001_3" "x34_5_2"
## [481] "x32_799999_3" "x32_75_3" "x33" "x33_25_3"
## [485] "x33_150002_3" "x34_950001_3" "x33_25_4" "x33_900002"
## [489] "x33_450001_4" "x33_450001_5" "x33_5_5" "x34_049999_2"
## [493] "x33_599998_4" "x33_75_3" "x34_049999_3" "x34_3"
## [497] "x35_400002" "x35_4" "x34_900002_6" "x35_450001"
## [501] "x35_25" "x35_700001_2" "x39" "x43_950001"
## [505] "x50_599998_3" "x48" "x46" "x42_2"
## [509] "x43_299999_2" "x40_3" "x46_299999" "x50_400002"
## [513] "x44_099998" "x45_349998" "x46_5" "x43_25"
## [517] "x42_849998_2" "x42_549999_2" "x42_450001_2" "x41_950001"
## [521] "x41_400002" "x40_900002" "x40_200001_3" "x42_799999"
## [525] "x42_799999_2" "x41_200001" "x41_700001_2" "x41_150002"
## [529] "x45_450001" "x44_150002_3" "x41_849998_2" "x40_650002_3"
## [533] "x46_2" "x42_799999_3" "x43_700001" "x44_650002"
## [537] "x45_700001_2" "x43_3" "x43_849998" "x42_950001"
## [541] "x46_3" "x45_950001_2" "x44_900002" "x45"
## [545] "x50_25_2" "x52_849998_2" "x55_3" "x64_400002"
## [549] "x69_900002" "x62_049999" "x60_3" "x53_75"
## [553] "x54_900002_2" "x54_5_3" "x55_150002" "x50_950001_2"
## [557] "x52_5_2" "x51_849998" "x54_2" "x53_150002_2"
## [561] "x53_5_2" "x52_75_2" "x54_3" "x51_950001_2"
## [565] "x55_900002" "x52_599998" "x52_549999_5" "x53_4"
## [569] "x54_950001_3" "x55_950001" "x54_799999" "x53_799999"
## [573] "x52_900002" "x53_5_3" "x52_900002_2" "x53_299999"
## [577] "x53_400002_2" "x52_5_2_2" "x52_799999_2" "x56_599998"
## [581] "x55_450001_3" "x53_5_4" "x56_3" "x60_4"
## [585] "x62_299999" "x67_949997" "x69_699997" "x70_849998"
## [589] "x68_900002_2" "x66_550003" "x64_849998" "x63_799999"
## [593] "x63_75_2" "x62_849998" "x60_849998" "x61_299999_3"
## [597] "x59_349998_3" "x59_799999" "x57_849998_2" "x56_4"
## [601] "x54_599998_3" "x62" "x58_9" "x55_799999"
## [605] "x55_599998_2" "x55_099998" "x54_650002_3" "x54_4"
## [609] "na_2" "x54_299999" "x57_799999_3" "x57_700001_2"
## [613] "x56_5" "x56_450001_2" "x55_549999_2" "x56_900002"
## [617] "x54_799999_2" "x53_950001_3" "x53_849998_4" "x53_450001"
## [621] "x55_549999_3" "x54_5_2_2" "x57_799999_4" "x57_700001_3"
## [625] "x54_700001" "x55_700001" "x54_5_4" "x58_5_2_2"
## [629] "x60_700001" "x59_799999_2" "x60_700001_2" "x59_75_2"
## [633] "x59_900002_3" "x56_400002_3" "x56_5_2" "x58_10"
## [637] "x60_5" "x62_2" "x58_849998_2" "x60_5_2"
## [641] "x58_299999" "x58_400002_2" "x59_5" "x63_900002"
## [645] "x64" "x64_5_2" "x64_5_3" "x64_2"
## [649] "x63_650002" "x60_700001_3" "x59_799999_3" "x60_799999"
## [653] "x61_799999" "x60_950001_2" "x61" "x59_549999"
## [657] "x60_700001_4" "x59_099998" "x59_549999_2" "x59_400002"
## [661] "x59_349998_4" "x60_6" "x58_900002_2" "x58_849998_3"
## [665] "x58_549999" "x59_799999_4" "x58_75_4" "x58_75_5"
## [669] "x58_200001_2" "x57_849998_3" "x58_900002_3" "x59_900002_4"
## [673] "x57_650002_2" "x58_200001_3" "x58_049999_4" "x56_099998_2"
## [677] "x57_799999_5" "x58_75_6" "x59_900002_5" "x59_2"
## [681] "x59_25_3" "x58_900002_4" "x56_25_2" "x56_6"
## [685] "x56_799999_3" "x56_549999_3" "x55_950001_2" "x56_849998_2"
## [689] "x55_950001_3" "x57_900002" "x56_799999_4" "x56_799999_5"
## [693] "x56_650002" "x53_950001_4" "x54_450001_3" "x52_349998"
## [697] "x51_75_2" "x50_5_2" "x55_5_2" "x51_3"
## [701] "x50_900002_2" "x51_5" "x51_75_3" "x50_599998_4"
## [705] "x50_650002" "x50_099998_2" "x51_4" "x50_5_3"
## [709] "x48_2" "x48_75" "x48_75_2" "x46_900002"
## [713] "x48_950001_3" "x49_700001_2" "x50_4" "x50_799999"
## [717] "x49_700001_3" "x49_799999" "x50_5_2_2" "x50_25_3"
## [721] "x50_349998" "x50_950001_3" "x49_849998_2" "x58_650002"
## [725] "x55_950001_4" "x53_400002_3" "x50_150002_3" "x51_950001_3"
## [729] "x51_799999" "x50_650002_2" "x51_900002_2" "x52_5_3"
## [733] "x52_5_4" "x61_700001_2" "x60_799999_2" "x58_11"
## [737] "x57_75" "x58_5_3" "x56_75_2" "x57_400002_3"
## [741] "x55_549999_4" "x56_7" "x59_950001" "x61_25"
## [745] "x61_400002_2" "x60_200001" "x59_150002" "x59_5_2"
## [749] "x58_950001" "x59_150002_2" "x57_75_2" "x57_900002_2"
## [753] "x57_450001" "x56_799999_6" "x56_450001_3" "x57_5_2"
## [757] "x56_400002_4" "x57_2" "x57_200001_2" "x56_25_3"
## [761] "x60_950001_3" "x59_700001_2" "x58_599998_4" "x58_950001_2"
## [765] "x60_5_2_2" "x62_3" "x59_900002_6" "x61_200001"
## [769] "x61_2" "x60_599998_2" "x59_5_3" "x59_200001"
## [773] "x69_699997_2" "x79_449997" "x71_949997" "x69_800003_2"
## [777] "x77_699997" "x91_900002" "x29" "x29_4_2"
## [781] "x30_450001" "x29_25_2" "x30_049999_2" "x32_10"
## [785] "x29_450001_2" "x32_25_2" "x30_299999" "x35_5_2_2"
## [789] "x32_150002" "x33_099998_3" "x34_049999_4" "x34_150002_2"
## [793] "x34_25_3" "x34_450001_2" "x34_150002_3" "x34_299999_2"
## [797] "x33_049999_6" "x33_099998_4" "x33_25_5" "x32_11"
## [801] "x33_650002" "x35_549999" "x34_549999" "x34_25_4"
## [805] "x32_200001_2" "x35_099998_2" "x33_049999_7" "x34_200001"
## [809] "x33_299999_3" "x35_5_4" "x35_950001_3" "x34_299999_3"
## [813] "x34_150002_4" "x34_049999_5" "x33_549999_3" "x33_400002_2"
## [817] "x33_25_6" "x31_3" "x32_700001_3" "x30_65_2"
## [821] "x30_4" "x30_15" "x31_75_2" "x32_099998_2"
## [825] "x28_950001_2" "x31_75_3" "x31_700001_3" "x26_200001"
## [829] "x24_15_2" "x27" "x27_5" "x28_299999"
## [833] "x28_549999_2" "x28_5_3" "x23_2" "x27_2"
## [837] "x25_549999_2" "x27_5_2" "x28_5_4" "x28"
## [841] "x28_5_5" "x28_5_6" "x27_25_2" "x29_450001_3"
## [845] "x29_6" "x29_799999" "x29_700001" "x29_75"
## [849] "x29_75_2" "x30_700001_3" "x30_1_2" "x30_4_2"
## [853] "x30_6_3" "x30_5" "x30_25_3" "x31_4"
## [857] "x30_549999_3" "x31_5_2" "x30_5_2" "x30_5_3"
## [861] "x31_5_2_2" "x31_5_3" "x32_12" "x31_1_2"
## [865] "x30_700001_4" "x32_13" "x32_14" "x32_15"
## [869] "x32_16" "x32_17" "x32_049999_9" "x32_18"
## [873] "x32_19" "x33_150002_4" "x31_799999" "x32_25_3"
## [877] "x32_799999_4" "x32_75_4" "x32_799999_5" "x32_75_5"
## [881] "x30_299999_2" "x33_2" "x33_3" "x33_150002_5"
## [885] "x33_25_7" "x33_5_6" "x33_299999_4" "x33_599998_5"
## [889] "x34_099998" "x34_299999_4" "x34_5_3" "x34_75_2"
## [893] "x35_25_2" "x45_2" "x42_5" "x42_3"
## [897] "x38_299999" "x40_25" "x37_5_2" "x37_200001"
## [901] "x42_049999_2" "x41" "x40_5_2" "x41_5"
## [905] "x40_299999" "x40_25_2" "x40_549999" "x39_599998"
## [909] "x39_5" "x38_849998_2" "x38_599998" "x37_799999"
## [913] "x39_599998_2" "x38_75" "x40_049999_3" "x39_099998"
## [917] "x40_4" "x39_650002" "x40_099998" "x40_049999_4"
## [921] "x39_2" "x39_400002" "x40_599998_2" "x40_5_2_2"
## [925] "x41_950001_2" "x42_299999" "x41_549999" "x41_849998_3"
## [929] "x42_150002_2" "x42_950001_2" "x43_5" "x43_200001"
## [933] "x44_2" "x44_3" "x46_75" "x49_349998"
## [937] "x52_6" "x59_3" "x57_450001_2" "x52_349998_2"
## [941] "x50_5_4" "x51_049999_2" "x52_299999_3" "x50_6"
## [945] "x50_7" "x50_150002_4" "x50_200001" "x50_8"
## [949] "x51_150002_2" "x50_599998_5" "x51_5_2" "x51_349998"
## [953] "x51_6" "x51_049999_3" "x51_349998_2" "x51_200001"
## [957] "x51_200001_2" "x52_900002_3" "x53_75_2" "x52_7"
## [961] "x52_8" "x52_9" "x52_10" "x52_11"
## [965] "x52_12" "x52_13" "x52_099998_5" "x52_14"
## [969] "x52_15" "x53_150002_3" "x52_599998_2" "x52_200001_2"
## [973] "x55_549999_5" "x55_450001_4" "x60_25" "x61_150002"
## [977] "x61_3" "x62_299999_2" "x62_799999" "x60_650002_3"
## [981] "x57_950001" "x60_099998" "x58_5_4" "x56_900002_2"
## [985] "x57_150002" "x55_4" "x54_049999_2" "x52_200001_3"
## [989] "x52_5_5" "x52_25" "x53_299999_2" "x55_25_3"
## [993] "x53_25" "x52_299999_4" "x52_099998_6" "x52_549999_6"
## [997] "x52_400002_3" "na_3" "x52_200001_4" "x52_5_6"
## [1001] "x54_200001" "x53_25_2" "x52_25_2" "x52_349998_3"
## [1005] "x52_5_7" "x52_799999_3" "x52_5_8" "x52_16"
## [1009] "x52_549999_7" "x52_400002_4" "x53_5_2_2" "x52_900002_4"
## [1013] "x53_599998_2" "x53_700001" "x53_5_5" "x53_099998"
## [1017] "x53_5_6" "x55_200001" "x55_049999" "x55_650002_2"
## [1021] "x56_099998_3" "x54_5_5" "x53_200001_3" "x54_450001_4"
## [1025] "x55_5_2_2" "x54_75_2" "x56_400002_5" "x57_049999_2"
## [1029] "x57_5_3" "x56_400002_6" "x56_549999_4" "x56_150002"
## [1033] "x57_25_3" "x58_099998_3" "x61_099998" "x58_299999_2"
## [1037] "x61_4" "x58_599998_5" "x58_799999_3" "x58_400002_3"
## [1041] "x57_3" "x58_099998_4" "x58_549999_2" "x57_650002_3"
## [1045] "x57_650002_4" "x58_25_2" "x57_5_4" "x57_5_5"
## [1049] "x57_5_6" "x58_25_3" "x57_5_7" "x57_700001_4"
## [1053] "x57_5_8" "x58_12" "x57_549999_2" "x57_299999_2"
## [1057] "x57_5_9" "x57_5_10" "x57_5_11" "x57_5_12"
## [1061] "x57_599998_2" "x57_5_13" "x56_8" "x54_299999_2"
## [1065] "x53_6" "x52_150002" "x53_299999_3" "x55_349998_2"
## [1069] "x56_450001_4" "x56_299999_2" "x55_5_3" "x53_25_3"
## [1073] "x51_650002" "x53_549999_2" "x53_25_4" "x54_099998"
## [1077] "x54_200001_2" "x54_599998_4" "x55_650002_3" "x55_450001_5"
## [1081] "x55_150002_2" "x53_299999_4" "x50_200001_2" "x51_849998_2"
## [1085] "x51_7" "x50_349998_2" "x43_950001_2" "x48_3"
## [1089] "x47_450001_2" "x48_650002" "x49_299999" "x48_349998_2"
## [1093] "x49_3" "x47_200001" "x48_299999_3" "x48_299999_4"
## [1097] "x46_4" "x47_25" "x46_950001" "x47"
## [1101] "x45_700001_3" "x46_5_2" "x47_900002" "x47_950001"
## [1105] "x47_200001_2" "x48_299999_5" "x48_5" "x48_950001_4"
## [1109] "x48_599998" "x48_5_2" "x48_900002_2" "x48_049999"
## [1113] "x48_099998_2" "x51_8" "x48_200001" "x48_4"
## [1117] "x49_099998" "x48_150002" "x49_099998_2" "x47_099998"
## [1121] "x46_299999_2" "x50_349998_3" "x49_349998_2" "x55_299999"
## [1125] "x52_17" "x53_25_5" "x55_849998_2" "x53_849998_5"
## [1129] "x54_400002" "x53_25_6" "x53_25_7" "x54_099998_2"
## [1133] "x56_799999_7" "x59_4" "x58_200001_4" "x57_4"
## [1137] "x57_200001_3" "x57_200001_4" "x56_5_2_2" "x55_25_4"
## [1141] "x55_400002_5" "x55_150002_3" "x55_6" "x55_7"
## [1145] "x55_8" "x55_200001_2" "x55_349998_3" "x55_9"
## [1149] "x55_10" "x55_150002_4" "x57_5_2_2" "x56_549999_5"
## [1153] "x56_200001" "x56_9" "x57_599998_3" "x57_849998_4"
## [1157] "x58_049999_5" "x57_650002_5" "x57_400002_4" "x57_950001_2"
## [1161] "x57_6" "x57_150002_2" "x67_050003" "x68"
## [1165] "x64_25" "x65_5_2" "x78_099998" "x30_200001_2"
## [1169] "x31_6" "x31_5_4" "x29_6_2" "x32_20"
## [1173] "x32_21" "x32_200001_3" "x32_5_6" "x34_5_4"
## [1177] "x35_099998_3" "x33_25_8" "x34_75_3" "x35_900002_7"
## [1181] "x35_549999_2" "x35_599998" "x36_3" "x34_299999_5"
## [1185] "x34_400002_3" "x34_4" "x34_400002_4" "x33_5_7"
## [1189] "x33_799999" "x37_150002_2" "x36_299999" "x36_400002_2"
## [1193] "x34_900002_7" "x35_650002_2" "x35_099998_4" "x34_950001_4"
## [1197] "x34_5_5" "x36_200001" "x35_5_5" "x36_4"
## [1201] "x35_049999_2" "x34_25_5" "x35_299999" "x34_5_6"
## [1205] "x33_599998_6" "x33_400002_3" "x33_25_9" "x33_150002_6"
## [1209] "x31_049999_4" "x30_9_3" "x31_700001_4" "x31_799999_2"
## [1213] "x33_099998_5" "x33_299999_5" "x32_22" "x31_75_4"
## [1217] "x28_2" "x27_3" "x27_5_3" "x27_700001_2"
## [1221] "x31_25_2" "x29_049999_3" "x28_549999_3" "x27_299999"
## [1225] "x28_65" "x27_549999_2" "x29_950001_2" "x28_5_7"
## [1229] "x29_9_2" "x29_450001_4" "x32_150002_2" "x28_65_2"
## [1233] "x31_5_5" "x29_75_3" "x30_15_2" "x30_5_2_2"
## [1237] "x29_799999_2" "x31_6_2" "x30_799999" "x32_950001_2"
## [1241] "x30_6_4" "x30_6_5" "x31_35" "x30_9_4"
## [1245] "x32_5_7" "x30_549999_4" "x31_6_2_2" "x30_5_4"
## [1249] "x30_9_5" "x32_23" "x32_450001_3" "x32_099998_3"
## [1253] "x32_24" "x32_25_2_2" "x32_26" "x33_299999_6"
## [1257] "x32_049999_10" "x32_27" "x32_799999_6" "x32_049999_11"
## [1261] "x32_25_4" "x33_25_10" "x33_150002_7" "x33_049999_8"
## [1265] "x33_25_11" "x33_5_8" "x33_349998_3" "x32_799999_7"
## [1269] "x32_75_6" "x32_950001_3" "x33_349998_4" "x33_75_4"
## [1273] "x33_75_5" "x34_5_2_2" "x34_5_7" "x33_599998_7"
## [1277] "x34_450001_3" "x34_950001_5" "x34_75_4" "x34_950001_6"
## [1281] "x36_650002" "x43_950001_3" "x46_5_3" "x43_400002"
## [1285] "x42_4" "x40_049999_5" "x40_400002" "x38_599998_2"
## [1289] "x46_299999_3" "x42_400002" "x43_599998" "x43_049999"
## [1293] "x42_849998_3" "x41_200001_2" "x41_099998" "x41_299999"
## [1297] "x41_2" "x40_650002_4" "x39_25" "x38_75_2"
## [1301] "x39_700001" "x41_25" "x40_299999_2" "x40_75"
## [1305] "x41_049999" "x40_150002" "x42_75" "x40_849998_3"
## [1309] "x40_400002_2" "x39_5_2" "x41_349998" "x41_3"
## [1313] "x42_599998" "x43_450001_2" "x42_799999_4" "x42_299999_2"
## [1317] "x42_75_2" "x42_950001_3" "x45_349998_2" "x44_4"
## [1321] "x44_5" "x44_450001" "x47_400002" "x51_049999_4"
## [1325] "x53_700001_2" "x64_400002_2" "x60_049999" "x57_700001_5"
## [1329] "x53_599998_3" "x52_150002_2" "x52_799999_4" "x53_549999_3"
## [1333] "x50_150002_5" "x50_150002_6" "x50_5_5" "x50_900002_3"
## [1337] "x52_599998_3" "x52_25_3" "x51_25" "x52_200001_5"
## [1341] "x51_450001_2" "x51_049999_5" "x51_650002_2" "x51_700001"
## [1345] "x51_400002" "x52_75_3" "x53_799999_2" "x54_450001_5"
## [1349] "x52_099998_7" "x52_150002_3" "x52_099998_8" "x52_099998_9"
## [1353] "x52_549999_8" "x52_900002_5" "x52_18" "x52_099998_10"
## [1357] "x52_049999_3" "x53_450001_2" "x53_5_7" "x52_599998_4"
## [1361] "x55_299999_2" "x58_200001_5" "x61_5_2" "x65_25_2"
## [1365] "x62_75" "x66_949997" "x65_199997" "x63_400002"
## [1369] "x61_799999_2" "x61_799999_3" "x61_349998" "x59_25_4"
## [1373] "x58_450001_3" "x58_13" "x55_049999_2" "x56_950001_3"
## [1377] "x53_900002_3" "x54_6" "x52_799999_5" "x57_299999_3"
## [1381] "x55_799999_2" "x53_599998_4" "x53_549999_4" "x53_200001_4"
## [1385] "x54_299999_3" "x53_150002_4" "na_4" "x53_75_3"
## [1389] "x57_200001_5" "x54_799999_3" "x54_450001_6" "x52_75_4"
## [1393] "x53_049999_4" "x53_700001_3" "x52_849998_3" "x52_950001"
## [1397] "x52_549999_9" "x52_950001_2" "x53_200001_5" "x53_150002_5"
## [1401] "x55_75_2" "x54_7" "x53_75_4" "x53_549999_5"
## [1405] "x53_650002_2" "x57_700001_6" "x58_200001_6" "x56_950001_4"
## [1409] "x58_14" "x57_5_14" "x55_150002_5" "x54_400002_2"
## [1413] "x55_549999_6" "x55_150002_6" "x59_549999_3" "x58_549999_3"
## [1417] "x57_299999_4" "x57_599998_4" "x56_849998_3" "x57_950001_3"
## [1421] "x57_849998_5" "x59_950001_2" "x61_5_2_2" "x62_450001"
## [1425] "x62_150002_2" "x61_25_2" "x59_349998_5" "x59_599998"
## [1429] "x59_400002_2" "x58_549999_4" "x60_049999_2" "x58_900002_5"
## [1433] "x58_349998_2" "x58_25_4" "x58_25_5" "x57_599998_5"
## [1437] "x57_549999_3" "x58_150002" "x58_599998_6" "x57_900002_3"
## [1441] "x57_900002_4" "x57_650002_6" "x58_15" "x58_099998_5"
## [1445] "x57_549999_4" "x57_549999_5" "x57_650002_7" "x57_5_15"
## [1449] "x57_549999_6" "x57_700001_7" "x57_549999_7" "x56_5_3"
## [1453] "x55_900002_2" "x54_25" "x54_549999_2" "x57_900002_5"
## [1457] "x58_450001_4" "x58_25_6" "x56_950001_5" "x55_849998_3"
## [1461] "x54_400002_3" "x54_549999_3" "x54_799999_4" "x55_25_5"
## [1465] "x54_700001_2" "x55_099998_2" "x55_11" "x56_450001_5"
## [1469] "x55_950001_5" "x55_400002_6" "x53_650002_3" "x51_849998_3"
## [1473] "x52_299999_5" "x51_849998_4" "x51_9" "x46_650002"
## [1477] "x50_200001_3" "x48_599998_2" "x49_700001_4" "x50_299999"
## [1481] "x49_150002_2" "x49_4" "x48_150002_2" "x49_650002"
## [1485] "x49_5" "x46_25" "x47_5" "x47_349998"
## [1489] "x47_200001_3" "x46_400002_2" "x46_950001_2" "x48_75_3"
## [1493] "x49_099998_3" "x47_700001" "x48_349998_3" "x49_75_2"
## [1497] "x48_950001_5" "x49_299999_2" "x49_5_2" "x49_049999"
## [1501] "x48_900002_3" "x51_5_2_2" "x51_599998" "x49_950001"
## [1505] "x49_099998_4" "x50_200001_4" "x48_950001_6" "x50_549999_2"
## [1509] "x50_900002_4" "x50_299999_2" "x51_450001_3" "x58_150002_2"
## [1513] "x56_950001_6" "x53_950001_5" "x55_75_3" "x57_25_4"
## [1517] "x56_349998_2" "x54_599998_5" "x54_049999_3" "x55_049999_3"
## [1521] "x57_950001_4" "x58_700001" "x59_25_5" "x58_450001_5"
## [1525] "x57_400002_5" "x58_349998_3" "x57_299999_5" "x56_950001_7"
## [1529] "x56_5_4" "x56_10" "x55_299999_3" "x55_400002_7"
## [1533] "x55_099998_3" "x56_049999_3" "x55_5_4" "x55_700001_2"
## [1537] "x55_549999_7" "x55_450001_6" "x58_25_7" "x57_650002_8"
## [1541] "x57_099998" "x56_650002_2" "x59_900002_7" "x58_599998_7"
## [1545] "x58_299999_3" "x59_450001_3" "x58_5_5" "x58_200001_7"
## [1549] "x58_650002_2" "x58_099998_6" "x69_449997" "x72_300003"
## [1553] "x68_550003" "x64_75" "x77_699997_2" "x84_849998"
## [1557] "x280" "x3299" "x2456" "x22"
## [1561] "x2954" "x0" "x1431" "x1582"
## [1565] "x3487" "x1230" "x5312" "x3125"
## [1569] "x2592" "x4204" "x1755" "x1393"
## [1573] "x1357" "x615" "x838" "x3669"
## [1577] "x286" "x1185" "x11295" "x41749"
## [1581] "x13157" "x2542" "x8853" "x565"
## [1585] "x1636" "x897" "x5777" "x511"
## [1589] "x373" "x1063" "x463" "x4113"
## [1593] "x2281" "x1675" "x73" "x2599"
## [1597] "x563" "x2244" "x3043" "x5463"
## [1601] "x382" "x1106" "x3540" "x1615"
## [1605] "x5087" "x6669" "x5758" "x270"
## [1609] "x4607" "x12455" "x1056" "x1680"
## [1613] "x924" "x7257" "x2461" "x292"
## [1617] "x2198" "x1284" "x397" "x243"
## [1621] "x4801" "x1514" "x160" "x3493"
## [1625] "x1314" "x2039" "x2624" "x627"
## [1629] "x103" "x810" "x9" "x2595"
## [1633] "x2062" "x508" "x693" "x1157"
## [1637] "x253" "x8190" "x149" "x361"
## [1641] "x24" "x729" "x2923" "x347"
## [1645] "x218" "x531" "x289" "x125"
## [1649] "x21" "x364" "x524" "x1"
## [1653] "x574" "x1141" "x1301" "x112"
## [1657] "x718" "x1377" "x3136" "x562"
## [1661] "x582" "x1628" "x410" "x2562"
## [1665] "x1491" "x947" "x1550" "x1580"
## [1669] "x1330" "x8127" "x128743" "x235238"
## [1673] "x25617" "x13151" "x5651" "x7866"
## [1677] "x8869" "x46783" "x83617" "x10636"
## [1681] "x22926" "x18590" "x5557" "x16674"
## [1685] "x11641" "x15942" "x5757" "x2058"
## [1689] "x2776" "x6613" "x6593" "x25329"
## [1693] "x7265" "x13608" "x1441" "x55630"
## [1697] "x16622" "x1331" "x3153" "x35321"
## [1701] "x8748" "x46060" "x35984" "x13203"
## [1705] "x7073" "x1976" "x8051" "x71360"
## [1709] "x16311" "x8760" "x10561" "x96315"
## [1713] "x82688" "x78428" "x298640" "x217595"
## [1717] "x26632" "x28249" "x12174" "x13703"
## [1721] "x6196" "x15692" "x6815" "x1540"
## [1725] "x4303" "x34888" "x4329" "x3442"
## [1729] "x16580" "x2535" "x3882" "x8974"
## [1733] "x2039_2" "x1004" "x4778" "x7877"
## [1737] "x9103" "x11386" "x9472" "x5432"
## [1741] "x1548" "x1272" "x645" "x5895"
## [1745] "x1892" "x2591" "x26885" "x6269"
## [1749] "x1169" "x39523" "x47162" "x34449"
## [1753] "x60148" "x51825" "x243217" "x74880"
## [1757] "x9004" "x20058" "x19104" "x3027"
## [1761] "x3934" "x5038" "x2132" "x6413"
## [1765] "x5787" "x7377" "x6764" "x1265"
## [1769] "x127352" "x5750" "x5006" "x3785"
## [1773] "x10401" "x2093" "x2690" "na_5"
## [1777] "x6289" "x15765" "x5752" "x8637"
## [1781] "x19795" "x27121" "x61960" "x7415"
## [1785] "x9409" "x12786" "x5761" "x7922"
## [1789] "x3893" "x71111" "x19504" "x6624"
## [1793] "x12054" "x11601" "x127843" "x40801"
## [1797] "x16011" "x173570" "x21791" "x22698"
## [1801] "x18929" "x5316" "x6886" "x82118"
## [1805] "x50821" "x4642" "x12148" "x9403"
## [1809] "x14386" "x7631" "x173499" "x69234"
## [1813] "x20888" "x84785" "x18801" "x26944"
## [1817] "x7859" "x7832" "x13369" "x27488"
## [1821] "x4945" "x19144" "x10000" "x4448"
## [1825] "x6415" "x12232" "x27414" "x12001"
## [1829] "x13177" "x5878" "x4131" "x6182"
## [1833] "x15441" "x12544" "x6720" "x3892"
## [1837] "x3307" "x5630" "x3745" "x7018"
## [1841] "x11795" "x6334" "x8832" "x5192"
## [1845] "x17399" "x26569" "x10492" "x8560"
## [1849] "x20100" "x11679" "x6204" "x9511"
## [1853] "x27599" "x5216" "x13871" "x3483"
## [1857] "x23456" "x8509" "x2751" "x6499"
## [1861] "x5663" "x4369" "x4869" "x3652"
## [1865] "x17699" "x44482" "x5462" "x5692"
## [1869] "x5039" "x9435" "x1384" "x4071"
## [1873] "x5272" "x7711" "x4952" "x921"
## [1877] "x1437" "x1476" "x1799" "x1798"
## [1881] "x5679" "x4357" "x4158" "x1452"
## [1885] "x2070" "x1253" "x3519" "x1692"
## [1889] "x3730" "x2363" "x111228" "x29314"
## [1893] "x17906" "x13047" "x11152" "x7752"
## [1897] "x2597" "x17254" "x13288" "x5891"
## [1901] "x715222" "x70103" "x74084" "x110044"
## [1905] "x65784" "x81433" "x21323" "x14276"
## [1909] "x19871" "x156908" "x117635" "x36776"
## [1913] "x18965" "x10438" "x11949" "x11899"
## [1917] "x7355" "x26751" "x10496" "x12076"
## [1921] "x12228" "x8731" "x14192" "x4776"
## [1925] "x11822" "x13189" "x8383" "x140669"
## [1929] "x20280" "x6781" "x18322" "x70985"
## [1933] "x34167" "x14527" "x14800" "x12528"
## [1937] "x12386" "x13403" "x23727" "x1263117"
## [1941] "x882066" "x106588" "x69982" "x418013"
## [1945] "x1413394" "x30_200001_3" "x31_6_3" "x31_5_6"
## [1949] "x29_6_3" "x32_28" "x32_29" "x32_200001_4"
## [1953] "x32_5_8" "x34_5_8" "x35_099998_5" "x33_25_12"
## [1957] "x34_75_5" "x35_900002_8" "x35_549999_3" "x35_599998_2"
## [1961] "x36_5" "x34_299999_6" "x34_400002_5" "x34_6"
## [1965] "x34_400002_6" "x33_5_9" "x33_799999_2" "x37_150002_3"
## [1969] "x36_299999_2" "x36_400002_3" "x34_900002_8" "x35_650002_3"
## [1973] "x35_099998_6" "x34_950001_7" "x34_5_9" "x36_200001_2"
## [1977] "x35_5_6" "x36_6" "x35_049999_3" "x34_25_6"
## [1981] "x35_299999_2" "x34_5_10" "x33_599998_8" "x33_400002_4"
## [1985] "x33_25_13" "x33_150002_8" "x31_049999_5" "x30_9_6"
## [1989] "x31_700001_5" "x31_799999_3" "x33_099998_6" "x33_299999_7"
## [1993] "x32_30" "x31_75_5" "x28_3" "x27_4"
## [1997] "x27_5_4" "x27_700001_3" "x31_25_3" "x29_049999_4"
## [2001] "x28_549999_4" "x27_299999_2" "x28_65_3" "x27_549999_3"
## [2005] "x29_950001_3" "x28_5_8" "x29_9_3" "x29_450001_5"
## [2009] "x32_150002_3" "x28_65_4" "x31_5_7" "x29_75_4"
## [2013] "x30_15_3" "x30_6_2_2" "x29_799999_3" "x31_6_4"
## [2017] "x30_799999_2" "x32_950001_4" "x30_6_6" "x30_6_7"
## [2021] "x31_35_2" "x30_9_7" "x32_5_9" "x30_549999_5"
## [2025] "x31_7" "x30_5_5" "x30_9_8" "x32_31"
## [2029] "x32_450001_4" "x32_099998_4" "x32_32" "x32_33"
## [2033] "x32_34" "x33_299999_8" "x32_049999_12" "x32_35"
## [2037] "x32_799999_8" "x32_049999_13" "x32_25_5" "x33_25_14"
## [2041] "x33_150002_9" "x33_049999_9" "x33_25_15" "x33_5_10"
## [2045] "x33_349998_5" "x32_799999_9" "x32_75_7" "x32_950001_5"
## [2049] "x33_349998_6" "x33_75_6" "x33_75_7" "x34_7"
## [2053] "x34_5_11" "x33_599998_9" "x34_450001_4" "x34_950001_8"
## [2057] "x34_75_6" "x34_950001_9" "x36_650002_2" "x43_950001_4"
## [2061] "x46_5_4" "x43_400002_2" "x42_5_2" "x40_049999_6"
## [2065] "x40_400002_3" "x38_599998_3" "x46_299999_4" "x42_400002_2"
## [2069] "x43_599998_2" "x43_049999_2" "x42_849998_4" "x41_200001_3"
## [2073] "x41_099998_2" "x41_299999_2" "x41_4" "x40_650002_5"
## [2077] "x39_25_2" "x38_75_3" "x39_700001_2" "x41_25_2"
## [2081] "x40_299999_3" "x40_75_2" "x41_049999_2" "x40_150002_2"
## [2085] "x42_75_3" "x40_849998_4" "x40_400002_4" "x39_5_3"
## [2089] "x41_349998_2" "x41_5_2" "x42_599998_2" "x43_450001_3"
## [2093] "x42_799999_5" "x42_299999_3" "x42_75_4" "x42_950001_4"
## [2097] "x45_349998_3" "x44_6" "x44_7" "x44_450001_2"
## [2101] "x47_400002_2" "x51_049999_6" "x53_700001_4" "x64_400002_3"
## [2105] "x60_049999_3" "x57_700001_8" "x53_599998_5" "x52_150002_4"
## [2109] "x52_799999_6" "x53_549999_6" "x50_150002_7" "x50_150002_8"
## [2113] "x50_5_6" "x50_900002_5" "x52_599998_5" "x52_25_4"
## [2117] "x51_25_2" "x52_200001_6" "x51_450001_4" "x51_049999_7"
## [2121] "x51_650002_3" "x51_700001_2" "x51_400002_2" "x52_75_5"
## [2125] "x53_799999_3" "x54_450001_7" "x52_099998_11" "x52_150002_5"
## [2129] "x52_099998_12" "x52_099998_13" "x52_549999_10" "x52_900002_6"
## [2133] "x52_19" "x52_099998_14" "x52_049999_4" "x53_450001_3"
## [2137] "x53_5_8" "x52_599998_6" "x55_299999_4" "x58_200001_8"
## [2141] "x61_6" "x65_25_3" "x62_75_2" "x66_949997_2"
## [2145] "x65_199997_2" "x63_400002_2" "x61_799999_4" "x61_799999_5"
## [2149] "x61_349998_2" "x59_25_6" "x58_450001_6" "x58_16"
## [2153] "x55_049999_4" "x56_950001_8" "x53_900002_4" "x54_8"
## [2157] "x52_799999_7" "x57_299999_6" "x55_799999_3" "x53_599998_6"
## [2161] "x53_549999_7" "x53_200001_6" "x54_299999_4" "x53_150002_6"
## [2165] "na_6" "x53_75_5" "x57_200001_6" "x54_799999_5"
## [2169] "x54_450001_8" "x52_75_6" "x53_049999_5" "x53_700001_5"
## [2173] "x52_849998_4" "x52_950001_3" "x52_549999_11" "x52_950001_4"
## [2177] "x53_200001_7" "x53_150002_7" "x55_75_4" "x54_9"
## [2181] "x53_75_6" "x53_549999_8" "x53_650002_4" "x57_700001_9"
## [2185] "x58_200001_9" "x56_950001_9" "x58_17" "x57_5_16"
## [2189] "x55_150002_7" "x54_400002_4" "x55_549999_8" "x55_150002_8"
## [2193] "x59_549999_4" "x58_549999_5" "x57_299999_7" "x57_599998_6"
## [2197] "x56_849998_4" "x57_950001_5" "x57_849998_6" "x59_950001_3"
## [2201] "x61_5_3" "x62_450001_2" "x62_150002_3" "x61_25_3"
## [2205] "x59_349998_6" "x59_599998_2" "x59_400002_3" "x58_549999_6"
## [2209] "x60_049999_4" "x58_900002_6" "x58_349998_4" "x58_25_8"
## [2213] "x58_25_9" "x57_599998_7" "x57_549999_8" "x58_150002_3"
## [2217] "x58_599998_8" "x57_900002_6" "x57_900002_7" "x57_650002_9"
## [2221] "x58_18" "x58_099998_7" "x57_549999_9" "x57_549999_10"
## [2225] "x57_650002_10" "x57_5_17" "x57_549999_11" "x57_700001_10"
## [2229] "x57_549999_12" "x56_5_5" "x55_900002_3" "x54_25_2"
## [2233] "x54_549999_4" "x57_900002_8" "x58_450001_7" "x58_25_10"
## [2237] "x56_950001_10" "x55_849998_4" "x54_400002_5" "x54_549999_5"
## [2241] "x54_799999_6" "x55_25_6" "x54_700001_3" "x55_099998_4"
## [2245] "x55_12" "x56_450001_6" "x55_950001_6" "x55_400002_8"
## [2249] "x53_650002_5" "x51_849998_5" "x52_299999_6" "x51_849998_6"
## [2253] "x51_10" "x46_650002_2" "x50_200001_5" "x48_599998_3"
## [2257] "x49_700001_5" "x50_299999_3" "x49_150002_3" "x49_6"
## [2261] "x48_150002_3" "x49_650002_2" "x49_7" "x46_25_2"
## [2265] "x47_5_2" "x47_349998_2" "x47_200001_4" "x46_400002_3"
## [2269] "x46_950001_3" "x48_75_4" "x49_099998_5" "x47_700001_2"
## [2273] "x48_349998_4" "x49_75_3" "x48_950001_7" "x49_299999_3"
## [2277] "x49_5_2_2" "x49_049999_2" "x48_900002_4" "x51_5_3"
## [2281] "x51_599998_2" "x49_950001_2" "x49_099998_6" "x50_200001_6"
## [2285] "x48_950001_8" "x50_549999_3" "x50_900002_6" "x50_299999_4"
## [2289] "x51_450001_5" "x58_150002_4" "x56_950001_11" "x53_950001_6"
## [2293] "x55_75_5" "x57_25_5" "x56_349998_3" "x54_599998_6"
## [2297] "x54_049999_4" "x55_049999_5" "x57_950001_6" "x58_700001_2"
## [2301] "x59_25_7" "x58_450001_8" "x57_400002_6" "x58_349998_5"
## [2305] "x57_299999_8" "x56_950001_12" "x56_5_6" "x56_11"
## [2309] "x55_299999_5" "x55_400002_9" "x55_099998_5" "x56_049999_4"
## [2313] "x55_5_5" "x55_700001_3" "x55_549999_9" "x55_450001_7"
## [2317] "x58_25_11" "x57_650002_11" "x57_099998_2" "x56_650002_3"
## [2321] "x59_900002_8" "x58_599998_9" "x58_299999_4" "x59_450001_4"
## [2325] "x58_5_6" "x58_200001_10" "x58_650002_3" "x58_099998_8"
## [2329] "x69_449997_2" "x72_300003_2" "x68_550003_2" "x64_75_2"
## [2333] "x77_699997_3" "x84_849998_2"we did not use as.tibble() function to create a tibble , data.frame will be better since we want to use all data and do a deeper analysis.
NoW We will look at the summary detailed. mean , standard deviation etc.
skim_without_charts(data)| Name | data |
| Number of rows | 389 |
| Number of columns | 6 |
| _______________________ | |
| Column type frequency: | |
| numeric | 6 |
| ________________________ | |
| Group variables | None |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 |
|---|---|---|---|---|---|---|---|---|---|
| ASIANPAINT.NS.Open | 1 | 1 | 2177.45 | 461.45 | 1446.55 | 1775.75 | 2073.50 | 2547.50 | 3130.00 |
| ASIANPAINT.NS.High | 1 | 1 | 2206.15 | 462.37 | 1514.00 | 1796.25 | 2093.95 | 2584.56 | 3179.50 |
| ASIANPAINT.NS.Low | 1 | 1 | 2148.24 | 459.57 | 1431.20 | 1741.00 | 2054.53 | 2525.04 | 3090.00 |
| ASIANPAINT.NS.Close | 1 | 1 | 2176.52 | 461.33 | 1498.45 | 1775.21 | 2070.73 | 2553.90 | 3159.05 |
| ASIANPAINT.NS.Volume | 1 | 1 | 2225972.89 | 1379148.64 | 397285.00 | 1340090.75 | 1925648.50 | 2740083.50 | 11545923.00 |
| ASIANPAINT.NS.Adjusted | 1 | 1 | 2164.20 | 463.55 | 1487.48 | 1755.67 | 2057.38 | 2541.32 | 3159.05 |
2.) Banaras Beads
skim_without_charts(banaras_data)| Name | banaras_data |
| Number of rows | 389 |
| Number of columns | 6 |
| _______________________ | |
| Column type frequency: | |
| numeric | 6 |
| ________________________ | |
| Group variables | None |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 |
|---|---|---|---|---|---|---|---|---|---|
| BANARBEADS.NS.Open | 1 | 1 | 47.46 | 11.34 | 23.0 | 34.99 | 51.38 | 56.60 | 84.40 |
| BANARBEADS.NS.High | 1 | 1 | 49.06 | 11.52 | 27.6 | 36.26 | 52.50 | 58.09 | 91.90 |
| BANARBEADS.NS.Low | 1 | 1 | 45.96 | 10.84 | 23.0 | 34.15 | 50.00 | 55.00 | 78.10 |
| BANARBEADS.NS.Close | 1 | 1 | 47.26 | 11.11 | 27.0 | 34.95 | 51.02 | 56.37 | 84.85 |
| BANARBEADS.NS.Volume | 1 | 1 | 29919.68 | 117357.36 | 0.0 | 2068.00 | 6373.50 | 15809.25 | 1413394.00 |
| BANARBEADS.NS.Adjusted | 1 | 1 | 47.26 | 11.11 | 27.0 | 34.95 | 51.02 | 56.37 | 84.85 |
We can use str() function to show you proof of live data collected with date.
str(data,banaras_data)## An 'xts' object on 2020-01-01/2021-07-23 containing:
## Data: num [1:389, 1:6] 1790 1791 1780 1738 1711 ...
## - attr(*, "dimnames")=List of 2
## ..$ : NULL
## ..$ : chr [1:6] "ASIANPAINT.NS.Open" "ASIANPAINT.NS.High" "ASIANPAINT.NS.Low" "ASIANPAINT.NS.Close" ...
## Indexed by objects of class: [Date] TZ: UTC
## xts Attributes:
## List of 2
## $ src : chr "yahoo"
## $ updated: POSIXct[1:1], format: "2021-07-29 23:38:04"we can also use glimpse() function for a short summary.
Price vizualization
first 8 rows of Asianpant data starting of our base year 2020 from jan
head(data) #ASIANPAINTS BEGINNING DATA ## ASIANPAINT.NS.Open ASIANPAINT.NS.High ASIANPAINT.NS.Low
## 2020-01-01 1790.20 1802.55 1783.20
## 2020-01-02 1791.00 1799.90 1783.40
## 2020-01-03 1779.80 1779.80 1747.05
## 2020-01-06 1737.95 1738.00 1694.00
## 2020-01-07 1711.00 1740.50 1711.00
## 2020-01-08 1696.00 1736.00 1695.00
## ASIANPAINT.NS.Close ASIANPAINT.NS.Volume ASIANPAINT.NS.Adjusted
## 2020-01-01 1793.20 397285 1772.948
## 2020-01-02 1790.65 411266 1770.427
## 2020-01-03 1751.40 1318628 1731.620
## 2020-01-06 1707.15 1871804 1687.870
## 2020-01-07 1724.40 1033650 1704.925
## 2020-01-08 1728.80 1006057 1709.275first 8 rows of banaras bead data starting of our selected base year 2020 from jan
head(banaras_data)## BANARBEADS.NS.Open BANARBEADS.NS.High BANARBEADS.NS.Low
## 2020-01-01 29.05 30.25 29.00
## 2020-01-02 32.00 32.00 29.40
## 2020-01-03 31.45 32.90 30.45
## 2020-01-06 29.25 30.90 29.25
## 2020-01-07 32.40 32.40 30.05
## 2020-01-08 32.00 32.00 32.00
## BANARBEADS.NS.Close BANARBEADS.NS.Volume BANARBEADS.NS.Adjusted
## 2020-01-01 30.2 280 30.2
## 2020-01-02 31.6 3299 31.6
## 2020-01-03 31.5 2456 31.5
## 2020-01-06 29.6 22 29.6
## 2020-01-07 32.0 2954 32.0
## 2020-01-08 32.0 0 32.0Now we will use Tail function to see the latest dates till 2021 of ASIANPAINT Till the date 2021-07-25 or till july 25 , 2021
tail(data)## ASIANPAINT.NS.Open ASIANPAINT.NS.High ASIANPAINT.NS.Low
## 2021-07-15 3010.0 3011.0 2971.10
## 2021-07-16 2994.0 3006.0 2965.00
## 2021-07-19 2989.3 2999.7 2965.00
## 2021-07-20 2996.0 3179.5 2979.55
## 2021-07-22 3130.0 3165.0 3090.00
## 2021-07-23 3106.0 3129.6 3078.05
## ASIANPAINT.NS.Close ASIANPAINT.NS.Volume ASIANPAINT.NS.Adjusted
## 2021-07-15 2983.60 635535 2983.60
## 2021-07-16 2989.30 1062548 2989.30
## 2021-07-19 2981.95 837836 2981.95
## 2021-07-20 3159.05 6755922 3159.05
## 2021-07-22 3106.75 1982572 3106.75
## 2021-07-23 3083.75 815329 3083.75Now looking at 2021 last sets of our dataframe Banaras Bead using tail() function
tail(banaras_data)## BANARBEADS.NS.Open BANARBEADS.NS.High BANARBEADS.NS.Low
## 2021-07-15 58.85 69.70 57.15
## 2021-07-16 71.70 79.45 67.05
## 2021-07-19 70.00 71.95 68.00
## 2021-07-20 69.80 69.80 64.25
## 2021-07-22 65.50 77.70 65.50
## 2021-07-23 84.40 91.90 78.10
## BANARBEADS.NS.Close BANARBEADS.NS.Volume BANARBEADS.NS.Adjusted
## 2021-07-15 69.45 1263117 69.45
## 2021-07-16 72.30 882066 72.30
## 2021-07-19 68.55 106588 68.55
## 2021-07-20 64.75 69982 64.75
## 2021-07-22 77.70 418013 77.70
## 2021-07-23 84.85 1413394 84.85Now using SUMMARY function to know Summary of stock’s Mean , median . 1st quartiale , standard deviation for proper risk analysis , to know the skewness in the data , max and minimum of stock prices.
1) ASIANPAINTS.NS
summary(data)## Index ASIANPAINT.NS.Open ASIANPAINT.NS.High ASIANPAINT.NS.Low
## Min. :2020-01-01 Min. :1447 Min. :1514 Min. :1431
## 1st Qu.:2020-05-27 1st Qu.:1776 1st Qu.:1796 1st Qu.:1741
## Median :2020-10-12 Median :2074 Median :2094 Median :2055
## Mean :2020-10-11 Mean :2177 Mean :2206 Mean :2148
## 3rd Qu.:2021-03-01 3rd Qu.:2548 3rd Qu.:2585 3rd Qu.:2525
## Max. :2021-07-23 Max. :3130 Max. :3180 Max. :3090
## NA's :1 NA's :1 NA's :1
## ASIANPAINT.NS.Close ASIANPAINT.NS.Volume ASIANPAINT.NS.Adjusted
## Min. :1498 Min. : 397285 Min. :1487
## 1st Qu.:1775 1st Qu.: 1340091 1st Qu.:1756
## Median :2071 Median : 1925648 Median :2057
## Mean :2177 Mean : 2225973 Mean :2164
## 3rd Qu.:2554 3rd Qu.: 2740084 3rd Qu.:2541
## Max. :3159 Max. :11545923 Max. :3159
## NA's :1 NA's :1 NA's :12) Banaras Bead
summary(banaras_data)## Index BANARBEADS.NS.Open BANARBEADS.NS.High BANARBEADS.NS.Low
## Min. :2020-01-01 Min. :23.00 Min. :27.60 Min. :23.00
## 1st Qu.:2020-05-27 1st Qu.:34.99 1st Qu.:36.26 1st Qu.:34.15
## Median :2020-10-12 Median :51.38 Median :52.50 Median :50.00
## Mean :2020-10-11 Mean :47.46 Mean :49.06 Mean :45.96
## 3rd Qu.:2021-03-01 3rd Qu.:56.60 3rd Qu.:58.09 3rd Qu.:55.00
## Max. :2021-07-23 Max. :84.40 Max. :91.90 Max. :78.10
## NA's :1 NA's :1 NA's :1
## BANARBEADS.NS.Close BANARBEADS.NS.Volume BANARBEADS.NS.Adjusted
## Min. :27.00 Min. : 0 Min. :27.00
## 1st Qu.:34.95 1st Qu.: 2068 1st Qu.:34.95
## Median :51.02 Median : 6374 Median :51.02
## Mean :47.26 Mean : 29920 Mean :47.26
## 3rd Qu.:56.38 3rd Qu.: 15809 3rd Qu.:56.38
## Max. :84.85 Max. :1413394 Max. :84.85
## NA's :1 NA's :1 NA's :13) SECURE
now we will secure the data, different companies use different methods for securing data, well my suggestion is to save a copy of both Raw and original data for future backup. Also to assign not more than 3 person to maintain confediently in data , trusted ones so your data does not get leak. Also i can create a function if someone hacked your data then they will get virus in their computer and they will lose the data for safety ( i have made it but i am still working on it for automation since the one i created is manually have to go through lot of process using python and i am still not expert at python i take help from GITHUB and stackoverflow.)
4) ANALYZE
Daily Price Graph
Now we will plot daily prices, using the adjusted price column, since it incorporates events like splits and dividends distribution , which can affect the series.
1) ASIANPAINTS ( DAILY PRICE GRAPH)
library(ggplot2)
ggplot(data, aes(x = index(data),
y = data[,6])) + geom_line(color = "darkblue") +
xlab("Date")+ ylab("price") + theme(plot.title = element_text(hjust = 0.5)) +
scale_x_date(date_labels = "%b %y", date_breaks = "6 months") +
ggtitle("Asian paints daily prices series")## Don't know how to automatically pick scale for object of type xts/zoo. Defaulting to continuous.
# 2 ) BANARAS BEAD
ggplot(banaras_data, aes(x = index(banaras_data),
y = banaras_data[,6])) + geom_line(color = "darkblue") +
xlab("Date")+ ylab("price") + theme(plot.title = element_text(hjust = 0.5)) +
scale_x_date(date_labels = "%b %y", date_breaks = "6 months") +
ggtitle("Banaras bead daily prices series")## Don't know how to automatically pick scale for object of type xts/zoo. Defaulting to continuous.
Now we plotting 10 day & 30 day moving Averages
1 ) ASIANPAINTS
data_mm <- subset(data, index(data) >= "2020-01-01")
data_mm10 <- rollmean(data_mm[,6], 10, fill = list(NA, NULL, NA), align = "right")
data_mm30 <- rollmean(data_mm[,6], 30, fill = list(NA , NULL, NA), align = "right")
data_mm$mm10 <- coredata(data_mm10)
data_mm$mm30 <- coredata(data_mm30)First we used subset() function to subset the base data since 2020. Then we used rollmean(), which takes as argument: the series(xt)(xt), in this case adjusted price the window of periods (q)(q); an optional fill argument, that is used to complete the days where it’s not possible to calculate the moving average, since the enough quantity of days hasn’t passed.
ggplot(data_mm,aes(x = index(data_mm10))) +
geom_line(aes(y = data_mm[,6], color = "ASIANPAINTS")) + ggtitle("ASIAN PAINTS prices series") +
geom_line(aes(y = data_mm$mm10, color = "MM10")) +
geom_line(aes(y = data_mm$mm30, color = "MM30")) + xlab("Date") + ylab("Price") +
theme(plot.title = element_text(hjust = 0.5),panel.border = element_blank()) +
scale_x_date(date_labels = "%b %y" , date_breaks = "3 months") +
scale_color_manual("series", values = c("ASIANPAINTS" = "green", "MM10" = "firebrick4", "MM30" = "darkcyan"))## Don't know how to automatically pick scale for object of type xts/zoo. Defaulting to continuous.## Warning: Removed 9 row(s) containing missing values (geom_path).## Warning: Removed 29 row(s) containing missing values (geom_path).
Now Banaras Bead plotting 10 Day and 30 Day moving Average will be done.
banaras_mm <- subset(banaras_data, index(banaras_data) >= "2020-01-01")
banaras_mm10 <- rollmean(banaras_mm[,6], 10, fill = list(NA, NULL, NA), align = "right")
banaras_mm30 <- rollmean(banaras_mm[,6], 30, fill = list(NA , NULL, NA), align = "right")
banaras_mm$mm10 <- coredata(banaras_mm10)
banaras_mm$mm30 <- coredata(banaras_mm30)Now after subset and rollmean , lets move to banaras bead plotting.
ggplot(banaras_mm,aes(x = index(banaras_mm10))) +
geom_line(aes(y = banaras_mm[,6], color = "BANARASBEAD")) + ggtitle("BANARAS BEAD prices series") +
geom_line(aes(y = banaras_mm$mm10, color = "MM10")) +
geom_line(aes(y = banaras_mm$mm30, color = "MM30")) + xlab("Date") + ylab("Price") +
theme(plot.title = element_text(hjust = 0.5),panel.border = element_blank()) +
scale_x_date(date_labels = "%b %y" , date_breaks = "3 months") +
scale_color_manual("series", values = c("BANARASBEAD" = "gray40", "MM10" = "firebrick4", "MM30" = "Green"))## Don't know how to automatically pick scale for object of type xts/zoo. Defaulting to continuous.## Warning: Removed 9 row(s) containing missing values (geom_path).## Warning: Removed 29 row(s) containing missing values (geom_path).
Returns calculation of Both the stocks
We have seen how the stock price has changed over time. Now we’ll verify how the stock return has behaved in the same period. To do this, we first need to create a new object with the calculated returns, using the adjusted prices column.
1) ASIANPAINTS and Banaras bead
#ASIANPAINTS
data_ret <- diff(log(data[,6]))
data_ret <- data_ret[-1,]
# BANARASBEAD
banaras_ret <- diff(log(banaras_data[,6]))
banaras_ret <- banaras_ret[-1,]We can use op() to see opening prices of stock and cl() to see all closing prices of stock. we are not using function here since it will make the notebook dirty and confusing and take a lot of space still you want see detailed view then visit https://www.instagram.com/arko_singh/?hl=en for the link or check my other works published in rpubs it is mentione d there or click on the link directly https://rpubs.com/arko_singh/794018
Returns Summary of both the STOCKS ASIANPAINT AND BANARAS BEAD
summary(data_ret) # Asian paint RETURN summary## Index ASIANPAINT.NS.Adjusted
## Min. :2020-01-02 Min. :-0.151148
## 1st Qu.:2020-05-27 1st Qu.:-0.008818
## Median :2020-10-12 Median : 0.001726
## Mean :2020-10-12 Mean : 0.001425
## 3rd Qu.:2021-03-01 3rd Qu.: 0.011264
## Max. :2021-07-23 Max. : 0.084826
## NA's :2summary(banaras_ret) # BANARAS BEAD RETURN SUMMARY## Index BANARBEADS.NS.Adjusted
## Min. :2020-01-02 Min. :-0.125688
## 1st Qu.:2020-05-27 1st Qu.:-0.016248
## Median :2020-10-12 Median :-0.001243
## Mean :2020-10-12 Mean : 0.002647
## 3rd Qu.:2021-03-01 3rd Qu.: 0.014333
## Max. :2021-07-23 Max. : 0.182321
## NA's :26 month return graph ASIAN PAINTS
ggplot(data_ret, aes(x = index(data_ret), y = data_ret)) +
geom_line(color = "deepskyblue4") +
ggtitle(" ASIAN PAINTS RETURN SERIES , ARKO SINGH") +
xlab("Date") + ylab("Return") +
theme(plot.title = element_text(hjust = 0.5)) +
scale_x_date(date_labels = "%b %y", date_breaks = "6 months")## Don't know how to automatically pick scale for object of type xts/zoo. Defaulting to continuous.
BANARAS BEAD RETURN SERIES OF 6 MONTH GRAPH ENDING JUNE 2021 AND STARTING JUNE 2020
ggplot(banaras_ret, aes(x = index(banaras_ret), y = banaras_ret)) +
geom_line(color = "deepskyblue4") +
ggtitle(" Banaras Bead RETURN SERIES ") +
xlab("Date") + ylab("Return") +
theme(plot.title = element_text(hjust = 0.5)) +
scale_x_date(date_labels = "%b %y", date_breaks = "6 months")## Don't know how to automatically pick scale for object of type xts/zoo. Defaulting to continuous.
# # Now let’s take a small look at the stock returns in 2020
1 ) ASIANPAINTS
data_ret17 <- subset(data_ret, index(data_ret) > "2020-03-01")
ggplot(data_ret17, aes(x = index(data_ret17), y = data_ret17)) +
geom_line(color = "deepskyblue4") +
ggtitle("ASIANPAINTS returns series 2020") + xlab("Date") + ylab("Return") +
theme(plot.title = element_text(hjust = 0.5)) + scale_x_date(date_labels = "%b %y", date_breaks = "1 months")## Don't know how to automatically pick scale for object of type xts/zoo. Defaulting to continuous.
Banaras bead retun 2020
banaras_ret17 <- subset(banaras_ret, index(banaras_ret) > "2020-03-01")
ggplot(banaras_ret17, aes(x = index(banaras_ret17), y = banaras_ret17)) +
geom_line(color = "deepskyblue4") +
ggtitle("BANARAS BEAD returns series 2020") + xlab("Date") + ylab("Return") +
theme(plot.title = element_text(hjust = 1)) + scale_x_date(date_labels = "%b %y", date_breaks = "1 months")## Don't know how to automatically pick scale for object of type xts/zoo. Defaulting to continuous.
# ARIMA MODEL FOR PREDICTION
df.test() is the function that allows us to perform the Augmented DickyFuller test. It is used to adjust the randomness present in our time series data.ARIMA stands for auto-regressive integrated moving average and is specified by three order parameters, which are:- d , p , q., currently working on it , learning it.
WE WILL CONTINUE IN PYTHON for ARIMA MODEL
library(quantmod)
stocks <- c("ASIANPAINT.NS","BANARBEADS.NS")
stockEnv <- new.env()
symbols <- getSymbols(stocks, src='yahoo', env=stockEnv)## Warning: ASIANPAINT.NS contains missing values. Some functions will not work
## if objects contain missing values in the middle of the series. Consider using
## na.omit(), na.approx(), na.fill(), etc to remove or replace them.## Warning: BANARBEADS.NS contains missing values. Some functions will not work
## if objects contain missing values in the middle of the series. Consider using
## na.omit(), na.approx(), na.fill(), etc to remove or replace them.for (stock in ls(stockEnv)){
chartSeries(stockEnv[[stock]], theme="white", name=stock,
TA="addVo();addBBands();addCCI();addSMA(20, col='blue');
addSMA(5, col='red');addSMA(50, col='black')", subset='last 30 days')
}
Return of different period
We can use these function to see daily , weekly , monthly , quaterly and yearly returns.using quantmod package.
we took banaras bead for example for detailed analysis view visit https://rpubs.com/arko_singh/794018
dailyReturn(banaras_data) # get daily returns## Warning in to_period(xx, period = on.opts[[period]], ...): missing values
## removed from data## daily.returns
## 2020-01-01 0.0395869893
## 2020-01-02 0.0463575812
## 2020-01-03 -0.0031645570
## 2020-01-06 -0.0603174603
## 2020-01-07 0.0810810811
## 2020-01-08 0.0000000000
## 2020-01-09 0.0062500313
## 2020-01-10 0.0093167388
## 2020-01-13 0.0615384615
## 2020-01-14 0.0173912464
## 2020-01-15 -0.0527064987
## 2020-01-16 0.0451127820
## 2020-01-17 0.0330935827
## 2020-01-20 -0.0097493866
## 2020-01-21 0.0014064417
## 2020-01-22 0.0112360119
## 2020-01-23 -0.0472222500
## 2020-01-24 0.0029155394
## 2020-01-27 -0.0116279644
## 2020-01-28 0.0117647647
## 2020-01-29 -0.0261628473
## 2020-01-30 0.0089551940
## 2020-01-31 0.0991125177
## 2020-02-03 -0.0228802949
## 2020-02-04 0.0027549037
## 2020-02-05 -0.0412087889
## 2020-02-06 0.0214899701
## 2020-02-07 -0.0154278813
## 2020-02-10 -0.0042734190
## 2020-02-11 -0.0128755647
## 2020-02-12 0.0492753913
## 2020-02-13 -0.0193370437
## 2020-02-14 0.0140845070
## 2020-02-17 -0.0263889167
## 2020-02-18 -0.0228245085
## 2020-02-19 0.0306569051
## 2020-02-20 -0.0226628618
## 2020-02-24 -0.0260870145
## 2020-02-25 -0.0059522623
## 2020-02-26 -0.0044910776
## 2020-02-27 -0.0030074586
## 2020-02-28 -0.0633485030
## 2020-03-02 -0.0048308858
## 2020-03-03 0.0258900000
## 2020-03-04 0.0031545109
## 2020-03-05 0.0408804730
## 2020-03-06 0.0060423266
## 2020-03-09 -0.0390390102
## 2020-03-11 -0.0078125000
## 2020-03-12 -0.1181102362
## 2020-03-13 -0.0357142857
## 2020-03-16 0.0185185185
## 2020-03-17 0.0072727636
## 2020-03-18 0.1281588040
## 2020-03-19 -0.0704000320
## 2020-03-20 -0.0172117046
## 2020-03-23 -0.0437828387
## 2020-03-24 0.0494505879
## 2020-03-25 -0.0383944503
## 2020-03-26 0.0871144133
## 2020-03-27 -0.0484140551
## 2020-03-30 0.0491228070
## 2020-03-31 -0.0150501338
## 2020-04-01 0.0916808458
## 2020-04-03 -0.1088647522
## 2020-04-07 0.0994764398
## 2020-04-08 -0.0555555556
## 2020-04-09 0.0134453782
## 2020-04-13 -0.0049751244
## 2020-04-15 -0.0066667000
## 2020-04-16 0.0604027201
## 2020-04-17 -0.0253164873
## 2020-04-20 0.0698052620
## 2020-04-21 -0.0713202103
## 2020-04-22 0.0000000000
## 2020-04-23 0.0245098039
## 2020-04-24 -0.0143540670
## 2020-04-27 0.0517799353
## 2020-04-28 -0.0600000308
## 2020-04-29 0.0147299841
## 2020-04-30 -0.0161290323
## 2020-05-04 0.0131147541
## 2020-05-05 0.0355987055
## 2020-05-06 0.0140625313
## 2020-05-07 -0.0107859165
## 2020-05-08 -0.0031152027
## 2020-05-11 0.0000000000
## 2020-05-12 0.0000000000
## 2020-05-13 0.0406249687
## 2020-05-14 -0.0375375387
## 2020-05-15 -0.0015600312
## 2020-05-18 0.0249999687
## 2020-05-19 -0.0228658544
## 2020-05-20 0.0062402810
## 2020-05-21 0.0310077519
## 2020-05-22 -0.0030074586
## 2020-05-26 -0.0030166816
## 2020-05-27 0.0060514677
## 2020-05-28 0.0075187970
## 2020-05-29 -0.0044776716
## 2020-06-01 -0.0164917251
## 2020-06-02 -0.0015243598
## 2020-06-03 0.0061069008
## 2020-06-04 0.0121395140
## 2020-06-05 0.0119940637
## 2020-06-08 0.0000000000
## 2020-06-09 0.0074074074
## 2020-06-10 0.0147058824
## 2020-06-11 -0.0260870145
## 2020-06-12 0.0252977098
## 2020-06-15 0.0145137877
## 2020-06-16 -0.0057224891
## 2020-06-17 0.0057554245
## 2020-06-18 0.0486409428
## 2020-06-19 0.1991814080
## 2020-06-22 0.0580204537
## 2020-06-23 -0.0666666237
## 2020-06-24 -0.0322581091
## 2020-06-25 -0.0464285952
## 2020-06-26 0.0087391513
## 2020-06-29 -0.0445545522
## 2020-06-30 0.1994819015
## 2020-07-01 -0.0842331984
## 2020-07-02 0.0283017911
## 2020-07-03 -0.0126146565
## 2020-07-06 -0.0046457841
## 2020-07-07 -0.0385063495
## 2020-07-08 -0.0024272572
## 2020-07-09 0.0048662046
## 2020-07-10 -0.0072638985
## 2020-07-13 -0.0085365366
## 2020-07-14 -0.0344403919
## 2020-07-15 -0.0127388535
## 2020-07-16 0.0245161548
## 2020-07-17 0.0390427950
## 2020-07-20 -0.0230303273
## 2020-07-21 0.0111662782
## 2020-07-22 0.0073619387
## 2020-07-23 -0.0219244098
## 2020-07-24 0.0647571076
## 2020-07-27 -0.0444444912
## 2020-07-28 -0.0110158145
## 2020-07-29 -0.0222772761
## 2020-07-30 0.0468353924
## 2020-07-31 -0.0084642809
## 2020-08-03 0.0390243415
## 2020-08-04 0.0199531230
## 2020-08-05 -0.0149597695
## 2020-08-06 -0.0116822433
## 2020-08-07 0.0106383218
## 2020-08-10 0.0046783860
## 2020-08-11 0.0558788578
## 2020-08-12 -0.0297684247
## 2020-08-13 0.0000000000
## 2020-08-14 0.0102272955
## 2020-08-17 0.0663667252
## 2020-08-18 0.0770041529
## 2020-08-19 0.0519099325
## 2020-08-20 0.1992551360
## 2020-08-21 -0.0675466283
## 2020-08-24 -0.0391340223
## 2020-08-25 -0.0710572431
## 2020-08-26 -0.0270521652
## 2020-08-27 0.0124639880
## 2020-08-28 0.0142045457
## 2020-08-31 -0.0634920087
## 2020-09-01 0.0000000000
## 2020-09-02 0.0069790227
## 2020-09-03 0.0079208317
## 2020-09-04 0.0333987413
## 2020-09-07 -0.0066539546
## 2020-09-08 -0.0191387560
## 2020-09-09 0.0185366049
## 2020-09-10 -0.0143678158
## 2020-09-11 -0.0077745771
## 2020-09-14 0.0117532421
## 2020-09-15 0.0009680348
## 2020-09-16 -0.0058026885
## 2020-09-17 0.0262645515
## 2020-09-18 0.0199051943
## 2020-09-21 0.0120818218
## 2020-09-22 -0.0431589156
## 2020-09-23 0.0009597697
## 2020-09-24 -0.0009588494
## 2020-09-25 0.0000000000
## 2020-09-28 0.0086372556
## 2020-09-29 0.0066603807
## 2020-09-30 -0.0170132697
## 2020-10-01 0.0019230385
## 2020-10-05 -0.0009596737
## 2020-10-06 0.0268972532
## 2020-10-07 0.0009354350
## 2020-10-08 -0.0168224673
## 2020-10-09 0.0513308194
## 2020-10-12 0.0524412668
## 2020-10-13 0.0481099476
## 2020-10-14 0.0696721311
## 2020-10-15 -0.0383141762
## 2020-10-16 0.0669322231
## 2020-10-19 -0.0261389108
## 2020-10-20 -0.0276072865
## 2020-10-21 -0.0252366396
## 2020-10-22 0.0000000000
## 2020-10-23 -0.0072815697
## 2020-10-26 -0.0342297974
## 2020-10-27 -0.0135020928
## 2020-10-28 -0.0076989049
## 2020-10-29 -0.0508620862
## 2020-10-30 0.0345141151
## 2020-11-02 -0.0535557322
## 2020-11-03 0.0018552504
## 2020-11-04 -0.0222222407
## 2020-11-05 0.0852272743
## 2020-11-06 -0.0261780109
## 2020-11-09 -0.0394265419
## 2020-11-10 -0.0009328172
## 2020-11-11 -0.0065359105
## 2020-11-12 0.0206766537
## 2020-11-13 -0.0211785823
## 2020-11-17 0.0112887672
## 2020-11-18 0.0641860651
## 2020-11-19 -0.0419580762
## 2020-11-20 -0.0063868249
## 2020-11-23 -0.0312213217
## 2020-11-24 0.0056871848
## 2020-11-25 0.0122526298
## 2020-11-26 -0.0158287334
## 2020-11-27 0.0018922044
## 2020-12-01 -0.0075543341
## 2020-12-02 0.0076118365
## 2020-12-03 0.0047214352
## 2020-12-04 -0.0009398308
## 2020-12-07 0.0489181167
## 2020-12-08 -0.0313901345
## 2020-12-09 -0.0046296296
## 2020-12-10 -0.0037209488
## 2020-12-11 0.0018674697
## 2020-12-14 0.0754892609
## 2020-12-15 0.0086655111
## 2020-12-16 -0.0214776629
## 2020-12-17 0.0184372078
## 2020-12-18 -0.0086206897
## 2020-12-21 -0.0408695304
## 2020-12-22 -0.0135992742
## 2020-12-23 0.0211396500
## 2020-12-24 -0.0072006662
## 2020-12-28 0.0797823543
## 2020-12-29 -0.0167926115
## 2020-12-30 -0.0213492745
## 2020-12-31 0.0052355847
## 2021-01-01 -0.0130208338
## 2021-01-04 0.0193492179
## 2021-01-05 -0.0017256773
## 2021-01-06 0.0363008310
## 2021-01-07 0.0258548620
## 2021-01-08 0.0154471707
## 2021-01-11 -0.0048038270
## 2021-01-12 -0.0144811258
## 2021-01-13 -0.0310204408
## 2021-01-14 0.0042123001
## 2021-01-15 -0.0033556377
## 2021-01-18 -0.0143098143
## 2021-01-19 0.0256191294
## 2021-01-20 -0.0191506581
## 2021-01-21 -0.0093379284
## 2021-01-22 -0.0017137618
## 2021-01-25 0.0000000000
## 2021-01-27 -0.0111588326
## 2021-01-28 -0.0008680382
## 2021-01-29 0.0104257691
## 2021-02-01 0.0077385380
## 2021-02-02 -0.0119453246
## 2021-02-03 0.0000000000
## 2021-02-04 -0.0043177891
## 2021-02-05 0.0060710839
## 2021-02-08 0.0017241034
## 2021-02-09 -0.0094664203
## 2021-02-10 0.0000000000
## 2021-02-11 0.0017376716
## 2021-02-12 -0.0026019427
## 2021-02-15 0.0008695478
## 2021-02-16 0.0026064640
## 2021-02-17 -0.0025996880
## 2021-02-18 -0.0182449873
## 2021-02-19 -0.0106194336
## 2021-02-22 -0.0295170294
## 2021-02-23 0.0055299355
## 2021-02-24 0.0614116052
## 2021-02-25 0.0094991188
## 2021-02-26 -0.0034217450
## 2021-03-01 -0.0223175794
## 2021-03-02 -0.0193152411
## 2021-03-03 -0.0259623286
## 2021-03-04 0.0027572977
## 2021-03-05 0.0045829515
## 2021-03-08 0.0082116972
## 2021-03-09 -0.0099547330
## 2021-03-10 0.0073125593
## 2021-03-12 -0.0018148458
## 2021-03-15 0.0263636545
## 2021-03-16 -0.0088573958
## 2021-03-17 -0.0098301875
## 2021-03-18 -0.0315884465
## 2021-03-19 -0.0335508655
## 2021-03-22 0.0086789010
## 2021-03-23 -0.0086042258
## 2021-03-24 -0.0163934047
## 2021-03-25 -0.0852940784
## 2021-03-26 0.0760985819
## 2021-03-30 -0.0318725691
## 2021-03-31 0.0226338075
## 2021-04-01 0.0120723941
## 2021-04-05 -0.0228627639
## 2021-04-06 -0.0030519226
## 2021-04-07 -0.0173468980
## 2021-04-08 0.0311526467
## 2021-04-09 -0.0130916812
## 2021-04-12 -0.0561224490
## 2021-04-13 0.0270270270
## 2021-04-15 -0.0031579368
## 2021-04-16 -0.0031678354
## 2021-04-19 -0.0169491310
## 2021-04-20 0.0118534262
## 2021-04-22 0.0383386360
## 2021-04-23 0.0071794462
## 2021-04-26 -0.0285131784
## 2021-04-27 0.0136267712
## 2021-04-28 0.0289555751
## 2021-04-29 -0.0160803819
## 2021-04-30 0.0071501122
## 2021-05-03 0.0040568155
## 2021-05-04 -0.0090909293
## 2021-05-05 -0.0030580429
## 2021-05-06 0.0531696911
## 2021-05-07 0.0019417087
## 2021-05-10 -0.0319766873
## 2021-05-11 -0.0170170767
## 2021-05-12 0.0224033207
## 2021-05-14 -0.0249003979
## 2021-05-17 0.0326863732
## 2021-05-18 0.0069238973
## 2021-05-19 -0.0117878777
## 2021-05-20 0.0228628633
## 2021-05-21 0.1302235349
## 2021-05-24 -0.0206363020
## 2021-05-25 -0.0526777866
## 2021-05-26 0.0333642070
## 2021-05-27 0.0269058296
## 2021-05-28 -0.0157205590
## 2021-05-31 -0.0310559017
## 2021-06-01 -0.0100732421
## 2021-06-02 0.0185013879
## 2021-06-03 0.0526794197
## 2021-06-04 0.0129421913
## 2021-06-07 0.0093696591
## 2021-06-08 -0.0135020928
## 2021-06-09 -0.0179640544
## 2021-06-10 0.0165504524
## 2021-06-11 -0.0179948421
## 2021-06-14 -0.0061081676
## 2021-06-15 -0.0079016856
## 2021-06-16 -0.0088495575
## 2021-06-17 -0.0125000179
## 2021-06-18 0.0018083725
## 2021-06-21 -0.0054152345
## 2021-06-22 0.0172413981
## 2021-06-23 -0.0098126496
## 2021-06-24 0.0036036216
## 2021-06-25 -0.0026930341
## 2021-06-28 -0.0018001440
## 2021-06-29 0.0504959233
## 2021-06-30 -0.0103003948
## 2021-07-01 -0.0095403986
## 2021-07-02 -0.0078808409
## 2021-07-05 0.0573698126
## 2021-07-06 -0.0217029041
## 2021-07-07 -0.0051194370
## 2021-07-08 0.0197255921
## 2021-07-09 -0.0159798315
## 2021-07-12 -0.0051281880
## 2021-07-13 0.0077319758
## 2021-07-14 -0.0093777320
## 2021-07-15 0.1953528294
## 2021-07-16 0.0410368052
## 2021-07-19 -0.0518672178
## 2021-07-20 -0.0554340311
## 2021-07-22 0.1999999537
## 2021-07-23 0.0920206084weeklyReturn(banaras_data) # get weekly returns## Warning in to_period(xx, period = on.opts[[period]], ...): missing values
## removed from data## weekly.returns
## 2020-01-03 0.084337387
## 2020-01-10 0.031746032
## 2020-01-17 0.104615446
## 2020-01-24 -0.041782727
## 2020-01-31 0.079941856
## 2020-02-07 -0.055181801
## 2020-02-14 0.025641084
## 2020-02-20 -0.041666667
## 2020-02-28 -0.100000029
## 2020-03-06 0.072463770
## 2020-03-13 -0.189189165
## 2020-03-20 0.057407370
## 2020-03-27 -0.001751279
## 2020-04-03 0.005263158
## 2020-04-09 0.052356021
## 2020-04-17 0.021558839
## 2020-04-24 0.003246786
## 2020-04-30 -0.012944984
## 2020-05-08 0.049180328
## 2020-05-15 0.000000000
## 2020-05-22 0.035937563
## 2020-05-29 0.006033061
## 2020-06-05 0.011994064
## 2020-06-12 0.020740770
## 2020-06-19 0.275761966
## 2020-06-26 -0.080773582
## 2020-07-03 0.065593982
## 2020-07-10 -0.047619025
## 2020-07-17 0.006097561
## 2020-07-24 0.036363636
## 2020-07-31 -0.040935673
## 2020-08-07 0.042682927
## 2020-08-14 0.039766105
## 2020-08-21 0.350956078
## 2020-08-28 -0.108243133
## 2020-09-04 -0.017740449
## 2020-09-11 -0.029467663
## 2020-09-18 0.053868757
## 2020-09-25 -0.031598532
## 2020-10-01 0.000000000
## 2020-10-09 0.061420367
## 2020-10-16 0.210669045
## 2020-10-23 -0.083644500
## 2020-10-30 -0.071719595
## 2020-11-06 -0.020193187
## 2020-11-13 -0.047490987
## 2020-11-20 0.024459058
## 2020-11-27 -0.027548209
## 2020-12-04 0.003777167
## 2020-12-11 0.009407337
## 2020-12-18 0.071761377
## 2020-12-24 -0.040869530
## 2021-01-01 0.030824949
## 2021-01-08 0.098504894
## 2021-01-15 -0.048839054
## 2021-01-22 -0.019360302
## 2021-01-29 -0.001716704
## 2021-02-05 -0.002579570
## 2021-02-12 -0.008620690
## 2021-02-19 -0.027826052
## 2021-02-26 0.042039319
## 2021-03-05 -0.059227485
## 2021-03-12 0.003649653
## 2021-03-19 -0.057272764
## 2021-03-26 -0.031822508
## 2021-04-01 0.001991992
## 2021-04-09 -0.025844911
## 2021-04-16 -0.036734673
## 2021-04-23 0.040254173
## 2021-04-30 0.004073340
## 2021-05-07 0.046653125
## 2021-05-14 -0.051356533
## 2021-05-21 0.187946901
## 2021-05-28 -0.030954496
## 2021-06-04 0.041703693
## 2021-06-11 -0.023850119
## 2021-06-18 -0.033158761
## 2021-06-25 0.002707527
## 2021-07-02 0.019802035
## 2021-07-09 0.032656627
## 2021-07-16 0.235897487
## 2021-07-23 0.173582220monthlyReturn(banaras_data) # get monthly returns## Warning in to_period(xx, period = on.opts[[period]], ...): missing values
## removed from data## monthly.returns
## 2020-01-31 0.278829717
## 2020-02-28 -0.164199264
## 2020-03-31 -0.051529728
## 2020-04-30 0.035653615
## 2020-05-29 0.093442557
## 2020-06-30 0.388305900
## 2020-07-31 -0.114470823
## 2020-08-31 0.223170780
## 2020-09-30 0.036889291
## 2020-10-30 0.095192327
## 2020-11-27 -0.070237049
## 2020-12-31 0.087818639
## 2021-01-29 0.009548681
## 2021-02-26 0.001719656
## 2021-03-31 -0.146781099
## 2021-04-30 -0.008048330
## 2021-05-31 0.107505053
## 2021-06-30 0.055860881
## 2021-07-23 0.471812577quarterlyReturn(banaras_data) # get quarterly returns## Warning in to_period(xx, period = on.opts[[period]], ...): missing values
## removed from data## quarterly.returns
## 2020-03-31 0.01376943
## 2020-06-30 0.57215611
## 2020-09-30 0.12311018
## 2020-12-31 0.10769227
## 2021-03-31 -0.13715273
## 2021-06-30 0.15995978
## 2021-07-23 0.47181258yearlyReturn(banaras_data) # get yearly returns## Warning in to_period(xx, period = on.opts[[period]], ...): missing values
## removed from data## yearly.returns
## 2020-12-31 0.9827883
## 2021-07-23 0.4730903click here to view the detailed ARIMA MODEL VIA PYTHON -