Analysis of the Cryptocurrency Market
Adithya Nataraj G
27 December 2017
Project Title: Dependence of the Total market worth of Bitcoin on the opening, closing, highest and lowest prices of Bitcoin on a day
NAME: Adithya Nataraj G
EMAIL: adithyanataraj98@gmail.com
COLLEGE / COMPANY: NIT Trichy
1. Introduction
This year saw a phenomenal increase in popularity for cryptocurrency - from the skyrocketing valuation of Bitcoin, to the rise of mining farms around the world.
2. OVerview
We will be analysing the various trends of Bitcoin on a particular day. The total market value, the opening price, the highest price, the lowest price, the closing price and the volume of Bitcoin traded on a day will be analyzed using the various tools offered by RStudio.
3. Data
The data for this analysis comes from the website Kaggle, a free forum where data is shared publically. The URL of the dataset is : https://www.kaggle.com/jessevent/all-crypto-currencies Further, the data of the Bitcoin trends is from the dates 28-04-2013 to 18-12-2017.
4. Legend
date - The date for that trade
open - The amount in US Dollars that the day started at
high - The highest amount it got to in US dollars that day
low - The lowest amount it got to in US dollars that day
close - The amount in US dollars that the day finished at
market - The total amount of market capital (combined worth) in US dollars
volume - The value in US dollars of how many Bitcoins were exchanged that day in the market
We will be analyzing the Trends of the most popular cryptocurrency, Bitcoin.
setwd("C:\\Users\\Adithya Nataraj\\Desktop\\Bitcoin Project")
btc.df <- read.csv(paste("Bitcoin Trends.csv", sep=""))
View(btc.df)Summary of the dataset
summary(btc.df)## symbol date open high
## BTC:1696 01-01-2014: 1 Min. : 68.5 Min. : 74.56
## 01-01-2015: 1 1st Qu.: 267.2 1st Qu.: 274.28
## 01-01-2016: 1 Median : 458.3 Median : 465.45
## 01-01-2017: 1 Mean : 1068.4 Mean : 1108.18
## 01-02-2014: 1 3rd Qu.: 780.0 3rd Qu.: 801.63
## 01-02-2015: 1 Max. :19475.8 Max. :20089.00
## (Other) :1690
## low close volume
## Min. : 65.53 Min. : 68.43 Min. :0.000e+00
## 1st Qu.: 262.78 1st Qu.: 267.92 1st Qu.:1.560e+07
## Median : 449.02 Median : 458.58 Median :3.965e+07
## Mean : 1036.51 Mean : 1079.61 Mean :4.315e+08
## 3rd Qu.: 768.53 3rd Qu.: 780.79 3rd Qu.:1.069e+08
## Max. :18974.10 Max. :19497.40 Max. :2.114e+10
##
## market name ranknow
## Min. :7.793e+08 Bitcoin:1696 Min. :1
## 1st Qu.:3.825e+09 1st Qu.:1
## Median :6.659e+09 Median :1
## Mean :1.686e+10 Mean :1
## 3rd Qu.:1.127e+10 3rd Qu.:1
## Max. :3.260e+11 Max. :1
## library(psych)
describe(btc.df)## vars n mean sd median trimmed
## symbol* 1 1696 1.000000e+00 0.000000e+00 1.000000e+00 1.000000e+00
## date* 2 1696 8.485000e+02 4.897400e+02 8.485000e+02 8.485000e+02
## open 3 1696 1.068410e+03 2.015240e+03 4.582900e+02 5.951300e+02
## high 4 1696 1.108180e+03 2.130590e+03 4.654500e+02 6.102100e+02
## low 5 1696 1.036510e+03 1.933930e+03 4.490200e+02 5.805600e+02
## close 6 1696 1.079610e+03 2.062800e+03 4.585800e+02 5.968000e+02
## volume 7 1696 4.315418e+08 1.537088e+09 3.964570e+07 1.039334e+08
## market 8 1696 1.686259e+10 3.384892e+10 6.659215e+09 8.842867e+09
## name* 9 1696 1.000000e+00 0.000000e+00 1.000000e+00 1.000000e+00
## ranknow 10 1696 1.000000e+00 0.000000e+00 1.000000e+00 1.000000e+00
## mad min max range skew kurtosis
## symbol* 0.000000e+00 1.00000e+00 1.00000e+00 0.000000e+00 NaN NaN
## date* 6.286200e+02 1.00000e+00 1.69600e+03 1.695000e+03 0.00 -1.20
## open 3.219100e+02 6.85000e+01 1.94758e+04 1.940730e+04 4.93 30.74
## high 3.279400e+02 7.45600e+01 2.00890e+04 2.001444e+04 5.02 31.53
## low 3.118000e+02 6.55300e+01 1.89741e+04 1.890857e+04 4.85 29.65
## close 3.225400e+02 6.84300e+01 1.94974e+04 1.942897e+04 4.98 31.14
## volume 4.521264e+07 0.00000e+00 2.11360e+10 2.113600e+10 7.31 65.52
## market 4.842461e+09 7.79255e+08 3.26000e+11 3.252207e+11 4.94 30.75
## name* 0.000000e+00 1.00000e+00 1.00000e+00 0.000000e+00 NaN NaN
## ranknow 0.000000e+00 1.00000e+00 1.00000e+00 0.000000e+00 NaN NaN
## se
## symbol* 0.00
## date* 11.89
## open 48.93
## high 51.74
## low 46.96
## close 50.09
## volume 37323794.02
## market 821924445.44
## name* 0.00
## ranknow 0.00Dimensions of the dataset
dim(btc.df)## [1] 1696 10The dataset has 1696 rows and 9 columns.
Mean, Median and Standard Deviation of variable “open”
mean(btc.df$open)## [1] 1068.412median(btc.df$open)## [1] 458.29sd(btc.df$open)## [1] 2015.243Mean, Median and Standard Deviation of variable “high”
mean(btc.df$high)## [1] 1108.179median(btc.df$high)## [1] 465.45sd(btc.df$high)## [1] 2130.587Mean, Median and Standard Deviation of variable “low”
mean(btc.df$low)## [1] 1036.506median(btc.df$low)## [1] 449.025sd(btc.df$low)## [1] 1933.932Mean, Median and Standard Deviation of variable “close”
mean(btc.df$close)## [1] 1079.607median(btc.df$close)## [1] 458.58sd(btc.df$close)## [1] 2062.803Mean, Median and Standard Deviation of variable “volume”
mean(btc.df$volume)## [1] 431541801median(btc.df$volume)## [1] 39645700sd(btc.df$volume)## [1] 1537087915Mean, Median and Standard Deviation of variable “market”
mean(btc.df$market)## [1] 16862591646median(btc.df$market)## [1] 6659215000sd(btc.df$market)## [1] 33848920376One way continency tables
open
mytable <- with(btc.df, table(open))
options(max.print=1000000)
mytable## open
## 68.5 68.75 76 76.5 76.72 78.89 79.99 88 88.05
## 1 1 1 1 1 1 1 1 1
## 88.98 89.82 90.07 90.41 91.6 92 93.61 93.99 94.4
## 1 1 1 1 1 2 1 1 1
## 94.5 94.66 95 95.56 96.02 96.71 96.95 97.51 98.1
## 1 1 1 1 1 1 1 1 1
## 98.5 98.6 98.7 98.89 99.8 99.9 100 100.44 101.49
## 1 1 1 1 1 1 1 1 1
## 101.74 101.95 102.09 102.8 103 103.07 103.33 103.95 104
## 1 1 1 1 1 1 1 1 1
## 104.5 104.86 104.95 105 105.12 106.21 106.25 106.35 106.72
## 1 1 1 1 1 1 1 1 1
## 106.75 106.99 107.05 107.89 107.9 107.95 108.2 108.25 108.78
## 2 1 1 1 1 1 1 1 1
## 108.99 109 109.5 109.56 109.6 110 111 111.29 111.4
## 1 1 1 1 1 1 1 1 1
## 112.25 112.56 112.75 112.8 112.9 113.2 113.38 114.22 114.45
## 1 1 1 1 1 1 1 1 1
## 114.82 115.64 115.98 116.38 117.7 117.98 118.21 118.51 118.89
## 1 1 1 1 1 1 1 1 1
## 118.97 119 119.6 120.07 120.74 121.21 121.4 121.86 121.9
## 1 1 1 1 1 1 1 1 1
## 122 122.02 122.11 122.35 122.5 122.62 122.89 123.21 123.3
## 1 1 1 1 2 1 1 1 1
## 123.41 123.5 123.8 124.13 125.85 125.89 126.05 126.3 126.48
## 1 1 1 1 1 1 1 1 1
## 126.49 126.74 126.76 126.95 127.27 127.38 127.87 128.21 128.36
## 1 1 1 1 1 1 1 1 1
## 128.63 128.8 128.81 128.94 128.98 129 129.3 129.4 129.43
## 1 1 1 1 1 1 1 1 1
## 129.7 129.77 130.67 130.75 130.86 130.9 131.37 131.59 131.71
## 1 1 1 1 1 1 1 1 1
## 131.99 132.05 132.25 132.68 132.83 133.09 133.1 133.5 133.77
## 1 1 1 1 1 1 1 1 1
## 134.44 134.9 135.01 135.14 135.19 135.3 135.55 135.61 136.53
## 1 1 1 1 1 1 1 1 1
## 137.15 138.63 139 139.27 140.77 142.41 144 145.65 146.37
## 1 1 1 1 1 1 1 1 1
## 155.91 171.66 174.8 176.6 176.9 182.65 187.45 193.36 196.21
## 1 1 1 1 1 1 1 1 1
## 197.69 198.55 199.83 200.05 203.9 204.39 205.81 205.99 207.83
## 1 1 1 1 1 1 1 1 1
## 209.07 210.07 211.38 211.47 212.91 214.3 214.66 216.87 216.92
## 1 1 1 1 1 1 1 1 1
## 219.07 219.21 219.43 219.73 220.28 221.97 222.08 222.61 222.63
## 1 1 1 1 1 1 1 1 1
## 222.85 222.88 222.89 223.39 223.46 223.89 223.92 224.15 224.62
## 1 1 1 1 1 1 1 1 1
## 224.7 224.76 225 225.59 225.6 225.67 225.69 225.74 225.77
## 1 1 1 1 1 1 1 1 1
## 226.05 226.41 226.44 226.49 226.9 226.97 227.22 227.32 227.51
## 1 1 1 1 1 1 1 1 1
## 227.66 227.69 228.03 228.11 228.54 228.57 228.85 228.97 229
## 1 1 1 1 1 1 1 1 1
## 229.08 229.11 229.21 229.32 229.66 229.71 229.9 229.92 230.2
## 1 1 1 1 1 1 1 1 1
## 230.23 230.25 230.26 230.36 230.38 230.49 230.61 230.94 231.22
## 1 1 1 1 1 1 1 1 1
## 231.24 231.4 231.55 231.89 232.34 232.44 232.66 232.7 232.77
## 1 1 1 1 1 1 1 1 1
## 232.84 232.86 233.04 233.13 233.35 233.42 233.52 234.02 234.05
## 1 1 1 1 1 2 2 1 1
## 234.14 234.36 234.82 234.87 234.88 235.08 235.24 235.32 235.35
## 1 1 1 1 1 1 1 1 1
## 235.53 235.6 235.94 235.95 235.97 236 236.01 236.02 236.21
## 1 1 1 1 1 2 1 1 1
## 236.25 236.41 236.44 236.53 236.64 236.76 236.89 236.96 237.06
## 1 1 1 1 1 1 1 1 1
## 237.09 237.1 237.2 237.26 237.34 237.38 237.45 237.64 238.15
## 1 1 2 2 1 1 1 1 1
## 238.33 238.34 238.53 238.85 238.89 238.98 239 239.02 239.85
## 1 1 1 1 1 1 1 1 2
## 239.93 240.25 240.29 240.3 240.36 240.37 240.93 241.4 241.73
## 1 1 1 1 2 1 1 1 1
## 242.15 242.5 242.6 242.88 243.07 243.41 243.55 243.69 243.74
## 1 1 1 1 1 1 1 1 1
## 243.75 243.77 243.78 243.97 244.22 244.28 244.53 244.54 244.74
## 1 1 1 1 1 1 1 1 1
## 244.75 244.78 245.1 245.2 246.17 246.28 246.88 246.93 246.97
## 1 1 1 1 1 1 1 1 1
## 247.09 247.35 247.45 247.47 248.57 248.72 249.04 249.43 249.49
## 1 1 1 1 1 1 1 1 1
## 250.82 250.96 252.11 252.74 253.06 253.07 253.52 253.76 254.08
## 1 1 1 1 1 1 1 1 1
## 254.28 254.29 254.3 255.27 255.46 255.88 256.49 257.04 257.51
## 1 1 1 1 1 1 1 1 1
## 257.93 258.49 258.55 259.92 260.36 260.72 260.81 260.96 261.12
## 1 1 1 1 1 1 1 1 1
## 261.64 261.68 261.86 261.87 262.75 263.35 263.57 264.13 264.34
## 1 1 1 1 1 2 1 1 1
## 265.08 265.48 265.53 265.98 266.15 266.18 266.5 266.58 267.39
## 1 1 1 1 1 1 1 1 1
## 267.89 269.16 269.31 269.96 270.6 270.83 270.91 271.11 272.29
## 1 1 1 1 1 1 1 1 1
## 272.74 273.17 273.5 273.65 274.61 274.77 274.81 275.05 275.6
## 1 1 1 1 2 1 1 1 1
## 275.66 276 276.43 276.5 277.34 278.09 278.74 278.88 279.33
## 1 1 1 1 1 1 1 1 1
## 279.74 280.45 281.15 281.23 281.43 281.44 281.91 281.99 282.38
## 1 1 1 1 1 1 1 1 1
## 282.81 283.63 284.44 284.69 284.85 284.88 285.07 285.18 285.69
## 1 1 1 1 1 1 1 1 1
## 286.04 286.08 287.3 287.7 288.05 288.16 288.64 289.1 289.86
## 1 1 1 1 1 1 1 1 1
## 290.6 291.52 292.03 292.64 293.14 293.63 293.7 294.12 294.13
## 1 1 1 1 1 1 1 1 1
## 294.48 296.13 297.85 304.32 310.83 310.91 311.18 312.72 313.94
## 1 1 1 1 1 1 1 1 1
## 314.08 314.85 315 316.16 317.62 317.7 319.15 319.74 319.79
## 2 1 1 1 1 1 1 1 1
## 320.05 320.39 320.44 321.07 322.09 322.29 323.01 324.35 325.41
## 1 1 1 1 1 1 1 1 1
## 325.57 325.94 326.07 326.41 326.86 326.98 327.16 327.58 328.3
## 1 1 1 1 1 1 1 1 1
## 328.51 328.92 329.54 330.36 330.58 330.68 332.02 333.05 334.38
## 1 1 1 1 1 1 1 1 1
## 334.59 334.68 335.71 336.12 336.62 338.5 338.58 338.65 339.46
## 1 1 1 1 1 1 1 1 1
## 339.82 342.15 343.06 344.34 345.01 345.38 345.67 346.73 347.49
## 1 1 1 1 1 1 1 1 1
## 348.82 349.82 350.83 351.36 351.6 351.86 352.2 352.38 352.75
## 1 1 1 1 1 1 1 1 1
## 353.18 353.21 354.78 357.09 357.14 357.47 357.88 358.59 358.61
## 1 1 1 1 1 1 1 1 1
## 359.33 359.89 360.97 361.26 361.36 361.85 361.87 361.89 362.26
## 1 1 1 1 1 1 1 1 1
## 362.61 363.71 363.72 364.69 365.07 365.86 366.95 367.99 369.35
## 1 1 1 1 1 1 1 1 1
## 369.37 369.44 370.17 370.5 371.44 372.92 373.42 373.9 374.27
## 1 1 1 1 1 1 1 1 1
## 374.32 374.65 374.73 374.84 374.96 375.18 375.51 375.72 376.02
## 1 1 1 1 1 1 1 1 1
## 376.09 376.15 376.51 376.76 376.89 376.93 377.41 377.92 378.25
## 1 2 1 2 1 1 1 1 1
## 378.29 378.87 379.25 379.69 379.74 379.98 380.11 380.31 381.72
## 1 1 1 1 1 1 1 1 1
## 381.73 382.11 382.42 382.43 382.76 382.96 383.98 383.99 384.28
## 1 1 1 1 1 1 1 1 1
## 384.64 386.12 386.59 387.03 387.15 387.43 387.79 388.05 388.1
## 1 1 1 1 1 1 1 1 1
## 388.35 388.9 389.23 389.56 389.98 391.25 391.69 392 392.44
## 1 1 1 1 1 1 1 1 1
## 392.93 394.52 394.67 395.15 395.75 399.1 399.47 399.65 400.52
## 1 1 1 1 1 1 1 1 1
## 400.95 401.43 402.09 402.32 403.56 403.66 406.41 407.57 407.66
## 1 1 1 1 1 1 1 1 1
## 407.76 408.08 409.26 409.75 410.4 410.78 411.43 411.65 413.13
## 1 2 1 1 1 1 1 1 1
## 413.42 413.89 414.2 414.44 414.46 414.74 414.83 415.26 415.28
## 1 1 1 1 1 1 1 1 1
## 416.39 416.51 416.57 416.76 416.83 416.89 417.24 417.28 417.37
## 1 2 1 1 1 1 1 1 1
## 417.89 417.99 418.14 418.16 418.42 419.41 419.59 419.63 420.55
## 1 1 1 1 3 1 1 1 1
## 420.81 420.89 420.96 421.02 421.17 421.3 421.46 421.6 421.61
## 1 1 1 1 1 1 1 1 1
## 421.84 421.87 422.1 422.73 422.84 422.91 423.16 423.34 423.62
## 1 1 1 1 1 1 1 1 1
## 423.91 423.94 424.1 424.28 424.3 424.43 424.63 425.04 425.63
## 1 1 1 1 1 1 1 1 1
## 425.88 426.55 427.27 427.61 428.7 429.34 429.57 430.01 430.06
## 1 1 1 1 1 1 1 1 1
## 430.25 430.64 430.72 431.66 431.86 432.29 432.57 432.84 433.07
## 1 1 2 1 1 1 1 1 1
## 433.27 433.3 433.36 433.44 433.58 434.62 434.67 434.78 435.13
## 1 1 1 1 1 1 1 1 1
## 435.32 435.75 436.44 436.72 437.44 437.77 437.79 437.92 438.25
## 1 1 1 1 1 1 1 1 1
## 438.3 438.52 438.68 438.99 439.35 439.98 440.18 440.59 440.96
## 1 1 1 1 1 1 1 1 1
## 441.42 441.53 442.26 442.84 442.97 443.09 443.22 443.88 444.14
## 1 1 1 1 1 1 1 1 1
## 444.29 444.73 445.04 445.66 445.86 446.06 446.08 446.31 446.68
## 1 1 1 1 1 1 1 1 1
## 446.71 446.89 447.39 447.61 447.63 447.94 448.12 448.18 448.24
## 1 1 1 1 1 1 1 1 1
## 448.48 448.7 449.4 449.41 449.67 449.69 450.18 450.46 450.56
## 1 2 1 1 1 1 1 1 1
## 450.86 451.93 452.33 452.45 453.18 453.38 453.52 453.69 453.92
## 1 1 1 1 1 1 1 1 1
## 454.01 454.52 454.78 454.85 454.86 455.18 455.76 455.82 455.85
## 1 1 1 1 1 1 2 1 1
## 456.86 457 457.24 457.36 457.54 457.59 458.21 458.37 458.43
## 1 1 1 1 1 1 1 1 1
## 459.12 459.64 460.52 461.47 461.48 461.65 461.7 462.23 462.3
## 1 1 1 1 1 1 1 1 1
## 463.4 463.55 465.21 465.86 466.26 473.03 474.48 474.86 474.88
## 1 1 1 1 1 1 1 1 1
## 475.48 476.87 477.14 477.68 477.76 477.79 479.12 479.14 479.58
## 1 1 1 1 1 2 1 1 2
## 479.62 481.81 483.34 485.07 485.13 485.8 488.36 489.67 490.82
## 1 1 1 1 1 1 1 1 1
## 491.51 492.05 492.37 495.45 495.8 496.58 497.74 497.83 498.29
## 1 1 1 1 1 1 1 1 1
## 500.09 501.71 501.75 502.54 502.9 508.22 508.43 508.59 510.45
## 1 1 1 1 1 1 1 1 1
## 510.88 511.14 512.19 513.39 517.58 519.06 519.14 521.05 522.18
## 1 1 1 1 1 1 1 1 1
## 525.23 525.72 527.48 528.47 529.07 531.11 534.19 536.51 537.04
## 1 1 1 1 1 1 1 1 1
## 537.68 540.24 546.18 548.66 549.92 556.88 562.51 562.56 565.76
## 1 1 1 1 1 1 1 1 1
## 566.14 566.33 567.23 567.24 567.37 568.18 569.71 569.83 570.38
## 1 1 1 1 1 1 1 1 1
## 570.49 571.18 571.39 571.91 572.41 573.31 573.71 574.07 574.11
## 1 1 1 1 1 1 1 1 1
## 574.24 574.34 574.6 575.03 575.55 575.84 575.93 576.08 576.33
## 1 1 1 1 2 1 1 1 1
## 576.51 577.17 577.59 577.75 577.76 577.98 578.28 578.67 579.45
## 1 1 1 1 1 1 1 1 1
## 579.7 580.18 580.26 581.3 581.31 581.65 581.81 581.94 582.2
## 1 1 1 1 1 1 1 1 1
## 582.59 583.41 583.48 584.65 584.74 585.03 585.45 585.55 585.59
## 1 1 1 1 1 1 1 1 1
## 585.7 585.95 586.2 586.23 586.77 587.36 587.65 587.77 588.29
## 1 1 1 1 1 1 1 1 1
## 588.8 588.88 588.89 589.01 589.17 591.04 591.28 591.59 592.12
## 1 1 1 1 1 1 1 1 1
## 592.47 592.65 592.74 593.68 593.97 594.14 594.32 594.9 595.67
## 1 1 1 1 1 1 1 1 1
## 595.9 596.2 596.33 597.28 597.4 597.44 598.59 599.08 600.75
## 1 1 1 1 1 1 1 1 1
## 600.81 601.17 601.51 601.54 601.78 602.16 602.62 602.75 602.96
## 1 1 1 1 1 1 1 1 1
## 603.59 605.02 605.72 606.04 606.24 606.28 606.4 606.47 606.51
## 1 1 1 1 1 1 1 1 1
## 607 607.22 607.25 608.02 608.07 608.84 608.99 609.25 609.68
## 1 1 1 2 1 1 1 1 1
## 609.75 609.77 609.87 609.93 610.22 610.57 610.59 610.97 612.05
## 1 1 1 1 1 1 1 1 1
## 612.47 612.61 613.06 613.9 613.95 614.23 614.63 615.69 616.31
## 1 1 1 1 1 1 1 1 1
## 616.54 616.66 616.82 617.34 619.17 619.24 619.5 619.9 620
## 1 1 1 1 1 1 1 1 1
## 621.12 621.84 622.01 622.27 622.37 622.57 622.93 623.09 623.42
## 1 1 1 1 1 1 1 1 1
## 623.69 623.95 624.6 624.83 625.22 625.58 625.97 626.35 626.56
## 1 1 1 1 1 1 1 1 1
## 627.16 627.95 628.56 629.17 629.35 629.37 629.64 629.66 629.95
## 1 1 1 1 1 1 1 1 1
## 630.66 630.83 630.92 631.77 631.88 631.91 633.14 633.43 633.62
## 1 1 1 1 1 1 1 1 1
## 634.22 635.46 636.03 636.33 636.5 637.01 638.13 638.14 639.08
## 1 1 1 1 1 1 1 1 1
## 639.41 640.31 640.59 640.69 640.87 641.04 641.07 641.39 641.82
## 1 1 1 1 1 1 1 1 1
## 644.12 644.65 648.28 648.48 650.04 650.6 650.73 650.77 651.08
## 1 1 1 1 1 1 1 1 1
## 651.3 651.63 652.92 653.19 653.52 654 654.23 654.49 654.99
## 1 1 1 1 1 1 1 1 1
## 655.1 655.11 655.41 655.64 657.01 657.16 657.62 657.68 658.1
## 1 1 1 1 1 1 1 1 1
## 658.8 659.17 659.28 660.55 660.9 661.26 661.99 663.78 664.31
## 1 1 1 1 1 1 1 1 1
## 664.52 664.8 664.92 665.23 665.28 665.91 665.93 666.24 666.31
## 1 1 1 1 1 1 1 1 1
## 666.38 666.77 668.24 670.42 671.46 671.65 672.36 672.38 672.51
## 1 1 1 1 1 1 1 1 1
## 672.74 672.81 676.73 678.09 678.2 678.21 679.81 681.32 683.21
## 1 1 1 1 1 1 1 1 1
## 683.5 683.94 685.68 688 689.12 690.29 694.22 696.52 697.31
## 1 1 1 1 1 1 1 1 1
## 699.57 701.34 702 702.64 703.09 703.52 703.81 704.5 704.97
## 1 1 1 1 1 1 1 1 1
## 705.2 705.79 706.37 709.83 710.74 711.17 712.76 714.12 715.55
## 1 1 1 1 1 1 1 1 1
## 716.75 722.84 724.07 728.05 730.07 731.26 732.48 735.44 735.88
## 1 1 1 1 1 1 1 1 1
## 736.28 736.33 737.98 739.64 740.44 740.71 741.35 741.51 742.35
## 1 1 1 1 1 1 1 1 1
## 744.62 744.88 746.05 748.76 751.74 751.83 751.88 754.97 756.69
## 1 1 1 1 1 1 1 1 1
## 757.54 758.72 760.32 763.28 763.93 764.21 768.08 768.49 769.94
## 1 1 1 1 1 1 1 1 1
## 770.04 771.64 771.7 773.02 773.39 773.44 774.02 774.75 775.18
## 1 1 1 2 1 1 1 1 1
## 778.25 778.96 780 780.07 780.65 783.2 785.17 790.69 791.01
## 1 1 1 1 1 1 1 1 1
## 792.25 793.8 795.63 795.99 796.24 800.64 802.85 803.74 805.73
## 1 1 1 1 1 1 1 1 1
## 809.96 815.59 816.07 818.14 818.43 821.78 822.43 823.27 823.77
## 1 1 1 1 1 1 1 1 1
## 824.08 825.14 826.02 828.61 829.96 830.95 832.9 833.12 834.18
## 1 1 1 1 1 1 1 1 1
## 834.49 835.32 839.66 841.47 843.17 845.46 846.69 853.68 858.55
## 1 1 1 1 1 1 1 1 1
## 860.19 860.29 864.89 867.21 867.32 869.65 871.39 874.98 875.29
## 1 1 1 1 1 1 1 1 1
## 880.33 882.78 884.6 888.34 891.92 892.32 895.55 896.9 898.17
## 1 1 1 1 1 1 1 1 1
## 899.65 899.85 902.39 902.44 903.49 908.12 908.17 908.35 909.37
## 1 1 1 1 1 1 1 1 1
## 910.68 913.24 918.36 919.6 919.81 920.15 920.96 922.07 922.18
## 1 1 1 1 1 1 1 1 1
## 922.21 923.85 925.5 934.83 936.05 936.54 946.49 951.42 960.63
## 1 1 1 1 1 1 1 1 1
## 963.66 970.94 972.05 972.53 974.01 975.13 976.73 988.9 989.07
## 1 1 1 1 1 1 1 1 1
## 990 991.74 995.63 998.62 998.88 1003.38 1003.52 1006.21 1007.65
## 1 1 1 1 1 1 1 1 1
## 1011.46 1014.24 1021.6 1026.12 1026.64 1028.4 1031.33 1037.24 1038.45
## 1 1 1 1 1 1 1 1 1
## 1040.14 1042.01 1042.21 1042.38 1043.52 1044.4 1044.58 1046.08 1046.4
## 1 1 1 1 1 1 1 1 1
## 1048.69 1049.21 1050.05 1054.76 1055.36 1062.32 1064.7 1071.71 1077.58
## 1 1 1 1 1 1 1 1 1
## 1079.28 1080.61 1099.69 1102.95 1114.8 1116.32 1117.27 1120.65 1125.81
## 1 1 1 1 1 1 1 1 1
## 1128.92 1129.37 1134.14 1144.27 1145.52 1150.35 1152.73 1156.73 1163.78
## 1 1 1 1 1 1 1 1 1
## 1167.3 1170.33 1170.41 1172.61 1172.65 1172.71 1176.57 1176.62 1178.94
## 1 1 1 1 1 1 1 1 1
## 1180.04 1180.16 1180.72 1183.25 1187.3 1187.46 1189.36 1193.77 1201.02
## 1 1 1 1 1 1 1 1 1
## 1204.81 1209.63 1211.08 1212.13 1221.78 1222.71 1223.23 1224.68 1229.42
## 1 1 1 1 1 1 1 1 1
## 1231.92 1232.16 1240.16 1250.45 1250.71 1251.33 1254.29 1265.99 1267.47
## 1 1 1 1 1 1 1 1 1
## 1273.21 1277.43 1281.88 1317.74 1317.84 1321.87 1348.3 1421.03 1453.78
## 1 1 1 1 1 1 1 1 1
## 1490.72 1540.87 1556.81 1579.47 1596.92 1723.12 1723.89 1726.73 1741.7
## 1 1 1 1 1 1 1 1 1
## 1756.52 1780.37 1800.86 1808.44 1818.7 1845.76 1897.37 1932.62 1984.24
## 1 1 1 1 1 1 1 1 1
## 1991.98 2043.19 2054.08 2067.03 2159.43 2187.19 2191.56 2196.27 2230.12
## 1 1 1 1 1 1 1 1 1
## 2233.52 2255.36 2269.89 2288.33 2320.89 2321.37 2323.08 2332.77 2360.59
## 1 1 1 1 1 1 1 1 1
## 2385.89 2402.7 2404.03 2436.4 2446.24 2469.57 2478.45 2492.6 2493.72
## 1 1 1 1 1 1 1 1 1
## 2498.56 2499.58 2512.4 2514.01 2520.27 2525.25 2538.71 2539.24 2547.79
## 1 1 1 1 1 1 1 1 1
## 2549.03 2553.03 2561 2567.56 2572.61 2577.77 2590.57 2591.26 2602.87
## 1 1 1 1 1 1 1 1 1
## 2607.25 2608.1 2608.59 2655.35 2668.63 2679.73 2680.91 2690.84 2691.03
## 1 1 1 1 1 1 1 1 1
## 2707.34 2709.43 2709.56 2716.88 2720.49 2724.39 2727.13 2732.7 2738.52
## 1 1 1 1 1 1 1 1 1
## 2757.5 2763.24 2806.93 2807.02 2807.44 2808.1 2828.14 2838.41 2869.38
## 1 1 1 1 1 1 1 1 1
## 2871.3 2897.63 2942.41 2953.22 3166.3 3212.78 3257.61 3341.84 3370.22
## 1 1 1 1 1 1 1 1 1
## 3373.82 3420.4 3591.09 3606.28 3628.02 3629.92 3637.75 3650.63 3681.58
## 1 1 1 1 1 1 1 1 1
## 3796.15 3875.37 3880.04 3892.94 3901.47 3916.36 3928.41 3998.35 4066.1
## 1 1 1 1 1 1 1 1 1
## 4073.79 4089.01 4090.48 4122.47 4131.98 4137.6 4137.75 4166.11 4168.88
## 1 1 1 1 1 1 1 1 1
## 4171.62 4189.31 4197.13 4200.34 4228.29 4229.34 4229.81 4229.88 4319.37
## 1 1 1 1 1 1 1 1 1
## 4324.34 4324.46 4326.99 4332.82 4341.05 4345.1 4369.35 4372.06 4376.59
## 1 1 1 1 1 1 1 1 1
## 4384.44 4384.45 4389.21 4395.81 4408.46 4429.67 4555.59 4570.36 4585.27
## 1 1 1 1 1 1 1 1 1
## 4589.14 4591.63 4605.16 4614.52 4701.76 4776.21 4789.25 4829.58 4901.42
## 1 1 1 1 1 1 1 1 1
## 5464.16 5524.6 5583.74 5603.82 5643.53 5687.57 5708.11 5741.58 5747.95
## 1 1 1 1 1 1 1 1 1
## 5754.44 5787.82 5835.96 5899.74 5935.52 5938.25 5996.79 6006 6036.66
## 1 1 1 1 1 1 1 1 1
## 6114.85 6132.02 6295.45 6440.97 6561.48 6618.61 6634.76 6777.77 7023.1
## 1 1 1 1 1 1 1 1 1
## 7087.53 7141.38 7164.48 7173.73 7323.24 7403.22 7404.52 7446.83 7697.21
## 1 1 1 1 1 1 1 1 1
## 7766.03 7853.57 8039.07 8074.02 8077.95 8205.74 8232.38 8241.71 8789.04
## 1 1 1 1 1 1 1 1 1
## 9352.72 9823.43 9906.79 10077.4 10198.6 10978.3 11082.7 11315.4 11685.7
## 1 1 1 1 1 1 1 1 1
## 11923.4 14266.1 15168.4 15427.4 16384.6 16523.3 16601.3 16919.8 17500
## 1 1 1 1 1 1 1 1 1
## 17760.3 17802.9 19106.4 19475.8
## 1 1 1 1high
mytable <- with(btc.df, table(high))
options(max.print=1000000)
mytable## high
## 74.56 75 78.3 80 83.11 87 90.28 90.98 91.95
## 1 1 1 2 1 1 1 1 1
## 92 92.3 93.1 95.2 95.99 96.82 97 97.33 97.47
## 1 1 1 1 1 1 1 1 1
## 97.66 98.12 98.25 98.7 98.8 99.86 99.97 99.99 100.58
## 1 1 1 1 1 1 1 1 1
## 101.6 101.74 101.9 102.21 102.5 103.7 103.9 104 104.7
## 1 1 1 1 1 1 1 2 1
## 105.19 105.49 105.75 105.78 105.95 106.47 106.75 107.38 107.77
## 1 1 1 1 1 1 2 1 1
## 107.99 108 108.13 108.33 108.8 108.99 109.35 109.6 109.96
## 1 3 1 1 1 1 1 1 1
## 110.1 110.22 110.3 111.11 111.34 111.42 111.79 112.3 113.25
## 1 1 1 1 1 1 1 1 1
## 113.44 113.46 113.75 114.3 114.69 114.99 115 115.78 115.81
## 1 1 1 1 1 1 2 1 1
## 117.45 118.68 118.7 118.76 118.8 119 119.8 121.39 122
## 1 1 1 1 1 1 1 1 2
## 122.5 122.75 122.99 123 123.01 123.06 123.1 123.47 123.5
## 1 1 1 1 1 1 1 1 1
## 123.62 123.63 123.7 123.84 124 124.5 124.66 124.72 124.91
## 1 1 1 1 1 1 1 1 1
## 125.25 125.3 125.6 125.94 126.93 127.24 127.32 127.34 127.46
## 1 1 1 1 1 1 1 1 1
## 127.47 128.61 129.06 129.4 129.66 129.69 129.74 129.78 129.9
## 1 1 1 1 1 1 1 1 1
## 130.09 130.27 130.44 130.58 131.44 131.5 131.75 131.77 131.81
## 1 1 1 1 2 1 1 1 1
## 132.25 132.59 132.72 132.76 133.2 133.22 133.59 133.85 133.94
## 1 1 2 1 1 1 1 1 1
## 134.63 134.74 134.93 135.47 135.62 135.63 135.66 135.75 135.85
## 1 1 1 1 1 1 1 1 1
## 135.98 136 136.08 137.58 137.83 138.34 138.35 138.66 139.89
## 1 1 1 1 1 1 1 1 1
## 140.61 140.89 144.12 144.5 145.39 145.81 146.5 146.93 147.42
## 1 1 1 1 1 1 1 1 1
## 147.49 152.23 155.96 174.91 177.48 184.82 188.41 196.27 196.44
## 1 1 1 1 1 1 1 1 1
## 198.62 198.87 204.79 205.18 206.65 207.76 209.16 211.73 213.62
## 1 1 1 1 1 1 1 1 1
## 215.05 215.24 216.73 217.42 218.69 221.59 221.81 222.2 223.41
## 1 1 1 1 1 1 1 1 1
## 223.83 223.89 223.98 224.32 224.98 225.72 225.97 226.19 226.32
## 1 1 1 1 1 1 1 1 1
## 226.35 226.42 226.58 226.94 227.04 227.4 227.79 228.14 228.64
## 2 1 1 1 1 1 1 1 1
## 228.91 229.07 229.44 229.46 229.5 229.6 229.67 229.78 230.06
## 1 1 1 1 1 1 1 1 1
## 230.28 230.29 230.3 230.51 230.58 230.9 230.95 231.01 231.06
## 1 1 1 1 1 1 1 1 1
## 231.18 231.22 231.57 231.71 231.84 231.96 232.07 232.37 232.39
## 1 3 1 1 1 1 1 1 1
## 232.44 232.56 232.65 232.71 233.21 233.22 233.25 233.31 233.5
## 1 1 1 1 1 1 1 1 1
## 234.15 234.35 234.53 234.68 234.84 234.86 234.96 235.22 235.27
## 1 1 1 1 1 1 1 1 1
## 235.4 235.65 235.73 235.94 236.14 236.24 236.31 236.43 236.45
## 1 1 1 1 1 1 1 1 1
## 236.47 236.94 237.02 237.09 237.21 237.37 237.41 237.43 237.52
## 1 1 1 1 1 1 1 1 1
## 237.7 237.71 237.73 237.8 237.82 237.84 237.91 238.03 238.24
## 1 1 2 1 1 1 1 1 1
## 238.44 238.54 238.64 238.71 238.75 238.97 239.1 239.2 239.31
## 1 1 1 1 1 2 1 1 1
## 239.34 239.41 239.52 239.54 239.56 239.8 239.9 240.11 240.12
## 2 1 1 1 1 1 1 1 1
## 240.26 240.38 240.97 241.02 241.03 241.17 241.29 241.98 242.11
## 1 1 1 1 1 1 1 1 1
## 242.18 242.64 242.67 242.85 242.88 242.91 243.24 243.33 243.69
## 1 1 1 1 1 1 1 1 1
## 243.7 243.75 244.07 244.23 244.25 244.27 244.34 244.42 245.22
## 1 1 1 1 2 1 1 1 1
## 245.32 245.78 245.83 245.96 246.12 246.28 246.39 246.68 246.94
## 1 2 1 1 1 1 1 1 1
## 247.1 247.24 247.3 247.45 247.54 247.8 247.92 248.21 248.73
## 1 1 1 1 1 1 1 1 1
## 249.19 249.24 250.24 250.66 250.98 251.17 251.34 251.74 252.11
## 1 1 1 1 1 1 1 1 1
## 253.14 253.85 254.21 254.28 254.35 254.46 254.69 255.07 255.26
## 1 1 1 1 1 1 1 1 1
## 255.32 255.81 255.96 256.04 256.65 256.81 256.85 257.08 257.17
## 1 1 1 1 1 1 1 1 1
## 257.99 259.18 259.81 260.5 260.68 261.46 261.63 261.66 261.8
## 1 1 1 1 1 1 1 1 1
## 262.2 262.44 263 264.24 264.82 264.85 265.17 265.61 266.13
## 1 1 1 1 1 1 1 1 1
## 266.23 266.54 266.67 267 267.03 267.47 267.87 268.28 269.75
## 1 1 1 2 1 1 1 1 1
## 270.39 270.67 270.77 270.83 271.34 271.67 272.2 272.33 272.97
## 1 1 1 1 1 1 1 1 1
## 273.58 274.51 275.48 275.67 276.3 276.51 277.3 277.42 277.61
## 1 1 1 1 1 1 1 1 1
## 277.67 277.85 277.86 278.11 278.34 278.68 278.98 279.64 279.93
## 1 1 1 1 1 1 1 1 1
## 280.28 280.39 280.55 281.67 281.71 281.91 282.53 283.03 284.23
## 1 1 1 1 1 1 1 1 1
## 284.93 285.3 285.34 285.47 285.5 285.71 285.8 286.34 286.53
## 1 1 1 1 1 1 1 1 1
## 287.23 287.55 288.13 288.96 289.25 290.13 290.73 291.11 291.18
## 1 1 1 1 1 1 1 1 1
## 292.37 292.7 293.05 293.25 294.06 294.11 294.13 294.5 294.54
## 1 1 1 1 1 1 1 1 1
## 294.59 296.15 296.21 296.65 297.09 297.39 297.77 298.51 298.75
## 1 1 1 1 1 1 1 1 1
## 300.04 304.17 306.33 309.38 310.95 314.39 314.81 315.15 315.84
## 1 1 1 1 1 1 1 1 1
## 318.17 318.53 320.03 320.19 320.27 320.44 322.67 323.06 323.71
## 1 1 1 1 1 1 1 1 1
## 325.12 326.47 327.01 327.47 328.16 328.91 329.05 329.13 329.63
## 1 1 1 1 1 1 1 1 1
## 330.32 331.42 331.63 331.77 332.78 333.95 334 334.12 334.17
## 1 1 1 1 1 1 1 1 1
## 334.66 334.74 335.33 336.29 336.53 338.18 338.35 338.66 339.25
## 1 1 1 1 1 1 1 1 1
## 340.53 340.58 340.91 341.8 343.37 345.08 345.13 345.86 347.03
## 1 1 1 1 1 1 1 1 1
## 348.05 350.7 350.91 351.27 351.81 352.38 352.73 352.97 352.98
## 1 1 1 1 1 2 1 1 1
## 353.32 354.36 357.83 357.88 358.63 359.22 359.54 359.86 359.98
## 1 1 1 1 1 1 1 1 1
## 361.36 362.23 362.81 363.07 363.52 363.59 363.63 364.35 364.49
## 1 1 1 1 1 1 1 1 1
## 364.84 365.36 366.76 367.19 370.27 370.82 370.85 371.31 371.94
## 1 1 1 1 1 1 1 1 1
## 373.99 374.82 374.95 375.07 375.88 376.03 376.29 377.25 377.69
## 1 1 1 1 1 1 1 1 1
## 377.7 378.07 378.45 378.65 378.93 379.19 379.43 379.88 380.35
## 1 1 1 1 1 1 1 1 1
## 380.87 380.92 381.39 382.02 382.36 382.53 382.73 382.84 383.03
## 1 1 1 1 1 1 1 1 1
## 383.13 383.66 384.04 384.38 384.95 385.05 385.21 385.28 385.48
## 1 1 1 1 1 1 1 1 2
## 385.5 386.48 386.63 387.21 387.6 387.73 388.1 388.58 389.79
## 1 1 1 1 1 1 1 1 1
## 389.89 390.08 390.56 390.59 390.8 390.96 390.98 391.09 391.38
## 1 1 1 1 1 1 1 1 1
## 391.61 391.86 392.4 392.65 393.94 394.54 394.7 395.16 395.5
## 1 1 1 1 1 1 1 1 1
## 395.84 396.84 397.23 397.77 398.81 399.97 401.02 402.23 402.32
## 1 1 1 1 1 1 1 1 1
## 402.81 405.49 405.53 406.62 406.92 407.23 408.94 410.2 410.38
## 1 1 1 1 1 1 1 1 1
## 410.41 410.98 411.26 411.7 411.91 412.43 413.42 414.05 414.63
## 1 1 1 1 1 1 1 1 1
## 414.94 415.56 415.92 416.03 416.24 416.6 416.68 416.83 417.51
## 1 1 1 1 1 1 1 1 1
## 417.69 417.9 418.08 418.13 418.17 418.37 418.38 418.68 418.99
## 1 1 1 1 1 1 1 1 1
## 419.25 419.27 419.51 420.55 420.89 421 421.17 421.58 421.8
## 1 1 1 1 1 1 1 1 1
## 422.08 422.34 422.44 422.74 422.88 423.1 423.12 423.3 423.52
## 1 1 1 1 1 1 1 1 1
## 423.66 423.93 424.01 424.26 424.53 425.18 425.27 425.36 425.37
## 1 1 1 1 1 1 1 1 2
## 425.55 425.9 426 426.2 426.66 426.86 427.28 427.4 427.72
## 1 1 1 1 1 1 1 1 1
## 427.83 428.8 429.27 429.72 429.77 429.93 430.25 431.37 431.86
## 1 1 1 1 2 1 1 1 1
## 432.15 432.63 432.92 432.98 433.32 433.74 434.18 434.23 434.39
## 1 1 1 1 1 1 1 1 1
## 434.52 435.19 435.68 435.92 436.02 436.06 436.11 436.25 437.89
## 1 1 1 1 1 1 1 1 1
## 439.05 439.61 439.65 439.77 439.86 440.97 441.51 441.56 441.68
## 1 1 1 1 1 1 1 1 1
## 441.98 442.26 443.05 443.37 443.43 443.69 443.78 444.05 444.35
## 2 1 1 1 1 1 1 1 1
## 444.53 444.73 446.13 446.66 447.1 447.14 447.53 447.56 448.04
## 1 1 1 1 1 1 1 2 1
## 448.05 448.18 448.31 448.4 448.51 449.4 449.55 449.56 449.77
## 1 1 1 1 1 1 1 1 1
## 449.8 449.81 450.26 450.28 450.3 450.38 450.55 450.66 451.1
## 1 1 1 1 1 1 1 2 2
## 451.64 451.94 451.98 452.44 452.48 452.69 453.64 454.58 454.63
## 1 1 1 1 1 1 1 1 1
## 454.64 454.65 454.95 455.07 455.34 455.38 455.59 455.73 455.77
## 1 1 1 1 1 1 1 1 1
## 456 456.84 456.86 457.06 457.09 457.42 457.49 457.86 457.93
## 1 1 1 1 1 1 1 1 1
## 458.2 458.31 458.46 458.69 458.77 459.33 459.42 460.15 460.61
## 1 1 1 1 1 1 1 1 1
## 460.68 461.38 461.93 462.48 462.56 462.64 462.93 463.57 464.54
## 1 1 1 1 1 1 1 1 1
## 465.18 465.21 465.32 465.58 466.32 466.62 467.08 467.96 468.17
## 1 1 1 1 1 1 1 1 1
## 469.1 469.75 475.64 477.38 478.15 478.62 479.63 479.85 481.71
## 1 1 1 1 1 1 1 1 1
## 482.12 482.35 482.99 483.02 485.31 485.71 487.47 488.07 488.6
## 1 1 1 1 1 1 1 1 1
## 489.83 490.64 491.44 492.37 493.25 493.93 494.37 495.05 495.34
## 1 1 1 1 1 1 1 1 1
## 495.56 498.6 499.37 500.3 500.46 500.58 503.22 503.56 504.86
## 1 1 1 1 1 1 1 1 1
## 504.88 508.22 509.31 510.57 510.87 511.69 512.69 512.89 514.3
## 1 1 1 1 1 1 1 1 1
## 516.16 518.18 518.28 519 520.19 520.71 521.48 525.17 525.36
## 1 1 1 1 1 1 2 1 1
## 526.02 531.9 533.47 533.52 540.35 541.38 541.96 542.38 543.08
## 1 1 1 1 1 1 1 1 1
## 544.35 546.24 546.62 553.96 570.24 570.48 572.55 573.03 573.36
## 1 1 1 1 1 1 1 1 1
## 573.38 573.58 574.04 574.64 575.64 576.28 576.31 576.48 576.95
## 1 1 1 1 1 1 1 1 1
## 577.1 577.79 577.86 578.24 578.28 578.36 578.62 579.13 579.5
## 1 1 1 1 1 1 1 1 1
## 579.85 580.45 580.56 580.62 580.89 581.63 581.74 582.2 582.81
## 1 1 1 1 1 1 1 1 1
## 582.82 582.84 582.96 583.59 583.6 584.14 584.16 585.12 585.44
## 1 1 1 1 1 1 1 1 1
## 585.67 586.24 586.47 586.56 587.49 588.38 588.39 588.4 588.45
## 1 1 1 1 1 1 1 1 1
## 589.15 589.47 589.52 589.77 589.87 589.91 590.03 590.13 590.26
## 1 1 1 1 1 1 1 1 1
## 591.09 591.1 591.51 591.95 592.47 592.94 592.99 594.05 594.46
## 1 1 1 1 1 1 1 1 1
## 594.57 594.91 596.97 597.51 597.54 597.92 598.12 598.49 598.94
## 1 1 1 1 1 1 1 1 1
## 599.46 599.5 599.65 599.75 599.98 600.12 601.27 602.09 603.21
## 1 1 1 1 1 1 1 1 2
## 603.38 603.59 603.8 604.08 604.47 604.58 604.59 606 606.59
## 1 1 1 1 1 1 1 1 1
## 606.82 607.07 607.12 607.61 607.86 608.14 608.25 608.46 608.72
## 1 1 1 1 1 1 1 1 1
## 609.05 609.26 609.52 609.74 609.75 610.16 610.83 610.89 610.93
## 1 1 1 1 1 1 1 1 1
## 611.09 611.19 611.84 611.95 612.05 612.24 612.57 612.85 613.81
## 1 1 1 1 1 1 1 1 1
## 613.82 614 614.48 614.54 615.14 615.24 615.88 617.91 618.46
## 1 1 1 1 1 1 1 1 1
## 619.2 619.85 620.43 621.32 622 622.39 623.09 624.09 624.3
## 1 1 1 1 1 1 1 1 1
## 624.43 624.72 625.1 625.14 626.12 626.29 626.7 626.83 627
## 1 1 1 1 2 1 1 1 1
## 627.34 627.73 628.56 628.77 628.82 629.17 629.21 629.33 631.77
## 1 1 1 1 1 1 1 1 1
## 631.92 632.09 632.68 633.22 634.09 634.73 635.14 636.66 637.16
## 1 1 1 1 1 1 1 1 1
## 637.52 638.11 638.42 638.65 638.83 638.87 639.14 639.53 639.91
## 1 1 1 1 1 1 1 1 1
## 640.74 641.28 641.34 642.08 642.1 642.33 642.9 643.95 644.2
## 1 1 1 1 1 1 1 1 1
## 644.68 644.76 645.15 645.76 648.03 648.43 650.77 652.29 654.27
## 1 1 1 1 1 1 1 1 1
## 655.27 655.28 656.23 656.37 656.68 656.94 656.95 657.04 657.25
## 1 1 1 1 1 1 1 1 1
## 657.46 657.6 657.7 657.8 657.86 657.99 658.2 658.22 658.88
## 1 1 1 1 1 1 1 1 1
## 659.25 659.62 659.63 661.13 661.37 661.83 661.84 662.9 663.11
## 1 1 1 1 1 1 1 1 1
## 663.53 664.42 665.1 665.34 665.5 665.98 666.22 666.38 666.46
## 1 1 1 1 1 1 1 1 1
## 666.58 666.71 666.74 667.08 668.56 668.7 669.77 671.51 672.9
## 1 1 1 1 1 1 1 1 1
## 672.93 673.28 674.11 674.28 675.26 675.4 678.67 679.32 679.73
## 1 1 1 1 1 1 1 1 1
## 680.91 681.55 681.73 681.9 682.37 682.43 682.7 683.49 683.66
## 1 1 1 1 1 1 1 1 1
## 684.39 684.84 686.15 688.59 690.44 691.72 691.73 696.22 696.3
## 1 1 1 1 1 1 1 1 1
## 702.91 703.7 703.71 703.78 704.5 704.97 705.26 706.28 706.93
## 1 1 1 1 1 1 1 1 1
## 707.23 707.51 709.29 710.74 712.27 712.46 712.99 714.12 714.26
## 1 1 1 1 1 1 1 1 1
## 715.72 716 717.15 718.32 720.4 721.82 723.02 729.16 733.4
## 1 1 1 1 1 1 1 1 1
## 735.88 736.45 737.47 738.01 739.02 740.05 740.83 741.65 741.72
## 1 1 1 1 1 1 1 1 1
## 742.21 745.77 746.83 747.06 747.62 747.93 748.61 752.25 752.88
## 1 1 1 1 1 1 1 1 1
## 753.87 754.83 755.48 755.64 756.24 758.27 760.58 764.08 765.62
## 1 1 1 1 1 1 1 1 1
## 766.6 766.62 771.54 773.47 773.72 773.87 774.53 774.7 774.8
## 1 1 1 1 1 1 1 1 1
## 775.35 775.36 777.09 777.51 777.75 777.99 778.25 780.85 781.3
## 1 1 1 1 1 1 1 1 1
## 781.43 781.92 782.03 783.2 785.03 788.46 792.51 793.61 794.74
## 1 1 1 1 1 1 1 1 1
## 801.34 802.51 806.11 807.36 810.68 819.81 820.31 822.43 823.31
## 1 1 1 1 1 1 1 1 1
## 826.25 826.48 829 830.5 831.87 832.5 834.15 834.28 834.53
## 1 1 1 1 1 1 1 1 1
## 835.09 836.87 837.32 840.17 841.49 842.91 844.72 844.97 851.57
## 1 1 1 1 1 1 1 1 1
## 853.52 854.64 855.69 859.51 861.29 861.45 864.36 866.16 870.15
## 1 1 1 1 1 1 1 1 1
## 870.68 870.96 871.19 872.81 875.78 881.2 882.25 886.16 886.39
## 1 1 1 1 1 1 1 1 1
## 893 897.02 899.4 899.65 901.94 903.25 904.61 904.65 908.59
## 1 1 1 1 1 1 1 1 1
## 910.56 913.18 913.69 914.87 917.5 919.33 919.45 921.48 921.93
## 1 1 1 1 1 1 1 1 1
## 923.05 923.22 923.42 923.48 923.91 924.14 925.12 927.37 928.27
## 1 1 1 1 1 1 1 1 1
## 928.52 928.54 937.52 940.05 941.79 942.72 952.4 963.74 965.74
## 1 1 1 1 1 1 1 1 1
## 972.02 972.53 975.76 975.92 979.4 989.11 997.23 998.9 1001.58
## 1 1 1 1 1 1 1 1 1
## 1001.96 1002.1 1003.08 1004.76 1007.96 1008.84 1009.29 1011.51 1013.52
## 1 1 1 1 1 1 1 1 1
## 1017.12 1031.39 1033.37 1033.87 1040.47 1042.38 1043.63 1044.08 1044.64
## 1 1 1 1 1 1 1 1 1
## 1045.9 1046.4 1046.81 1049.29 1053.17 1055.13 1055.42 1056.81 1058.01
## 1 1 1 1 1 1 1 1 1
## 1061.1 1061.93 1063.03 1064.65 1069.91 1074.92 1077.56 1078.97 1080.49
## 1 1 1 1 1 1 1 1 1
## 1088.99 1091.72 1096 1107.59 1114.07 1117.25 1120.65 1122.43 1125.39
## 1 1 1 1 1 1 1 1 1
## 1133.08 1135.09 1146.97 1151.74 1154.36 1156.12 1156.14 1156.44 1159.42
## 1 1 1 1 1 1 1 1 1
## 1167.47 1174.85 1176.62 1180.16 1181.98 1184.98 1186.58 1187.22 1188
## 1 1 1 1 1 1 1 1 1
## 1188.37 1190.34 1190.8 1191.1 1193.25 1193.83 1194.9 1197.21 1197.46
## 1 1 1 1 1 1 1 1 1
## 1200.39 1205.89 1207.14 1208.07 1215.51 1217.57 1222.5 1226.98 1232.16
## 1 1 1 1 1 1 1 1 1
## 1232.2 1235.56 1235.94 1237.37 1240.79 1244.81 1250.94 1251.61 1257.98
## 1 1 1 1 1 1 1 1 1
## 1262.13 1267.29 1267.58 1270.47 1275.55 1276 1279.4 1280.31 1294.83
## 1 1 1 1 1 1 1 1 1
## 1319.7 1327.2 1331.28 1347.91 1434.32 1473.9 1492.77 1578.8 1596.72
## 1 1 1 1 1 1 1 1 1
## 1608.91 1618.03 1723.35 1785.94 1788.44 1812.8 1812.99 1831.42 1833.49
## 1 1 1 1 1 1 1 1 1
## 1856.15 1864.05 1873.93 1904.48 2004.52 2058.77 2084.73 2119.08 2230.49
## 1 1 1 1 1 1 1 1 1
## 2231.14 2260.2 2267.34 2301.96 2303.9 2307.05 2311.08 2320.82 2363.25
## 1 1 1 1 1 1 1 1 1
## 2387.61 2397.17 2413.47 2423.71 2425.22 2448.39 2488.55 2514.28 2515.27
## 1 1 1 1 1 1 1 1 1
## 2523.72 2534.71 2537.16 2539.92 2552.45 2559.25 2571.34 2573.79 2581.91
## 1 1 1 1 1 1 1 1 1
## 2585.89 2588.83 2595 2603.98 2610.76 2615.25 2616.72 2622.65 2631.59
## 1 1 1 1 1 1 1 1 1
## 2635.49 2662.1 2662.85 2682.26 2685.19 2686.81 2693.32 2723.74 2757.94
## 1 1 1 1 1 1 1 1 1
## 2758.53 2762.53 2763.45 2763.71 2765.17 2768.08 2772.01 2777.26 2786.83
## 1 1 1 1 1 1 1 1 1
## 2789.04 2808.76 2813.31 2815.3 2832.18 2838.41 2862.42 2869.38 2889.62
## 1 1 1 1 1 1 1 1 1
## 2897.45 2899.33 2900.7 2901.71 2916.14 2921.35 2950.99 2996.6 2997.26
## 1 1 1 1 1 1 1 1 1
## 2999.91 3290.01 3293.29 3397.68 3422.76 3453.45 3484.85 3664.81 3679.72
## 1 1 1 1 1 1 1 1 1
## 3733.45 3758.27 3796.15 3808.84 3819.21 3916.42 3920.6 3949.92 3950.25
## 1 1 1 1 1 1 1 1 1
## 3969.89 4031.39 4079.23 4094.07 4109.14 4128.76 4131.98 4196.29 4208.39
## 1 1 1 1 1 1 1 1 1
## 4210.05 4214.63 4243.26 4245.44 4255.78 4261.67 4279.31 4308.82 4325.13
## 1 1 1 1 1 1 1 1 1
## 4344.65 4352.31 4358.43 4362.64 4370.13 4376.39 4379.28 4381.23 4403.74
## 1 1 1 1 1 1 1 1 1
## 4403.93 4413.27 4416.59 4427.84 4432.47 4443.88 4455.7 4455.97 4470.23
## 1 1 1 1 1 1 1 1 1
## 4484.7 4591.63 4617.25 4624.14 4625.68 4626.52 4655.04 4661 4714.08
## 1 1 1 1 1 1 1 1 1
## 4736.05 4873.73 4878.71 4892.01 4922.17 4975.04 5446.91 5603.82 5744.35
## 1 1 1 1 1 1 1 1 1
## 5754.33 5776.23 5800.35 5837.7 5840.3 5852.48 5876.72 5935.52 5976.8
## 1 1 1 1 1 1 1 1 1
## 5988.39 6060.11 6075.59 6076.26 6194.88 6214.99 6255.71 6470.43 6625.05
## 1 1 1 1 1 1 1 1 1
## 6764.98 6767.31 6811.19 6873.15 7253.32 7312 7342.25 7367.33 7445.77
## 1 1 1 1 1 1 1 1 1
## 7446.83 7461.29 7492.86 7617.48 7776.42 7884.99 7967.38 8004.59 8101.91
## 1 1 1 1 1 1 1 1 1
## 8267.4 8302.26 8336.86 8348.66 8374.16 8790.92 9522.93 9818.35 10125.7
## 1 1 1 1 1 1 1 1 1
## 10801 11046.7 11320.2 11517.4 11657.2 11858.7 12032 14369.1 15850.6
## 1 1 1 1 1 1 1 1 1
## 16783 17085.8 17513.9 17653.1 17781.8 17899.7 18154.1 18353.4 19371
## 1 1 1 1 1 1 1 1 1
## 19716.7 20089
## 1 1low
mytable <- with(btc.df, table(low))
options(max.print=1000000)
mytable## low
## 65.53 66.62 66.82 72 72.52 72.6 76.2 76.98 79.1
## 1 1 1 1 1 1 1 1 1
## 85.08 86.2 86.3 87.51 87.8 88 88.06 88.17 88.5
## 1 1 1 1 1 1 1 1 1
## 89.27 90.08 91.6 92.28 92.33 92.5 92.86 93 93.11
## 1 1 1 1 1 1 1 3 1
## 93.87 94 94.22 95 96 96.14 96.18 97.7 98
## 1 1 1 1 1 1 1 1 2
## 98.45 98.95 99 100.47 100.53 100.98 101.01 101.03 101.1
## 1 1 1 1 1 1 1 1 1
## 101.21 101.26 101.94 102 102.25 102.41 102.75 102.79 103.01
## 1 1 1 1 1 1 1 1 1
## 103.5 103.52 103.88 104 104.65 105 105.56 105.75 106.23
## 2 1 1 1 1 1 1 1 1
## 106.42 106.64 106.73 106.75 107.14 107.3 107.5 107.51 107.69
## 1 1 1 1 1 1 1 1 1
## 107.72 108 108.22 108.52 109 109.26 109.6 110.25 111.55
## 1 1 1 1 1 1 1 1 1
## 111.77 111.82 112 112.2 113.01 113.44 114.5 115.05 116
## 1 1 1 1 1 1 1 1 1
## 116.57 117.25 117.51 118.02 118.44 118.46 119.1 119.15 119.17
## 1 1 1 1 1 1 1 1 1
## 119.57 119.68 119.75 119.9 119.93 120.07 120.12 120.49 120.6
## 1 1 1 1 1 1 1 1 1
## 120.99 121.21 121.83 122 122.21 122.3 122.62 123.1 123.27
## 1 1 1 1 1 1 1 1 1
## 123.41 123.61 124.7 124.71 124.89 125.39 125.58 125.6 125.66
## 1 1 1 1 1 1 1 1 1
## 125.72 125.9 126.15 126.24 126.36 126.4 126.59 126.68 127
## 1 1 1 1 1 1 1 1 1
## 127.2 127.32 127.33 127.66 128.03 128.26 128.45 128.49 128.87
## 1 1 1 1 1 1 1 1 1
## 128.9 129.26 129.64 129.77 130.27 130.54 130.56 130.62 131.55
## 1 1 1 1 1 1 1 1 1
## 131.81 132.1 132.27 132.56 132.72 133 134 134.05 134.55
## 1 1 1 1 1 1 1 1 1
## 134.71 134.81 134.89 138.9 139.13 142.41 142.43 145.57 155.7
## 1 1 1 1 1 1 1 1 1
## 168.5 168.52 168.95 171.51 174.8 175.75 176.6 176.9 182.65
## 1 1 1 1 1 1 1 1 1
## 192.06 192.38 194.51 194.88 198.55 198.85 199.57 199.77 199.97
## 1 1 1 1 1 1 1 1 1
## 201.65 202.13 203.99 205.15 207.32 210.44 211.08 211.21 212.01
## 1 1 1 1 1 1 1 1 1
## 213.94 214.72 214.87 215.33 216.23 216.31 216.32 217.02 217.61
## 1 1 1 1 1 1 1 1 1
## 218.02 218.07 218.65 219.91 220.2 220.71 220.88 220.93 221.08
## 1 1 1 1 1 1 1 1 1
## 221.11 221.26 221.3 221.94 221.98 222 222.37 222.42 222.61
## 1 1 1 1 1 1 1 1 1
## 222.65 222.66 222.7 222.77 222.84 223.07 223.18 223.43 223.68
## 1 1 1 1 1 1 1 1 1
## 223.92 223.93 224.05 224.3 224.38 224.48 224.99 225.12 225.2
## 1 1 1 1 1 1 1 1 1
## 225.58 225.84 225.91 226.22 226.25 226.34 226.43 226.47 226.52
## 1 1 1 1 1 1 1 1 1
## 226.67 226.86 226.9 227.05 227.33 227.4 227.68 227.93 227.96
## 1 1 1 2 1 1 1 1 1
## 228.01 228.57 228.77 228.93 229.02 229.21 229.23 229.31 229.33
## 1 1 1 1 1 1 1 1 1
## 229.44 229.54 229.59 229.82 229.93 230.02 230.29 230.91 231.09
## 1 1 1 1 1 1 1 1 1
## 231.72 231.82 231.84 232 232.05 232.08 232.19 232.31 232.34
## 1 1 1 1 2 1 1 1 2
## 232.42 232.46 232.47 232.48 232.77 233.2 233.36 233.42 233.48
## 1 1 1 1 1 1 1 1 1
## 233.5 233.68 233.84 233.85 234.06 234.08 234.18 234.26 234.68
## 1 1 1 1 1 1 1 1 1
## 234.75 235.04 235.06 235.29 235.53 235.59 235.62 235.63 235.69
## 1 1 1 1 2 1 1 1 1
## 235.73 235.79 235.93 236.01 236.12 236.27 236.4 236.44 236.51
## 1 1 1 1 1 1 1 1 1
## 236.6 236.64 236.65 236.69 236.79 236.94 237.03 237.81 237.82
## 1 1 1 1 1 1 1 1 1
## 237.94 238.33 238.69 238.72 238.81 238.85 239.21 239.3 239.38
## 1 1 1 1 1 1 1 1 1
## 239.4 239.64 239.68 240.1 240.14 240.37 240.51 240.63 240.85
## 1 1 1 1 1 1 1 1 1
## 241.16 241.55 241.88 242.12 242.18 242.59 242.74 243.07 243.12
## 1 1 1 1 1 1 1 1 1
## 243.13 243.18 243.76 243.78 243.79 243.89 244.13 244.15 244.16
## 1 1 1 1 1 1 1 1 1
## 244.22 244.78 244.91 245.18 245.21 245.42 245.93 246.48 246.97
## 1 1 1 1 1 1 1 1 1
## 247.43 248.58 248.64 248.9 249.48 249.87 250.65 251.1 251.88
## 1 1 1 1 1 1 1 1 1
## 251.94 252.05 252.21 253.5 253.93 254.08 254.12 254.2 254.57
## 1 1 1 1 1 1 1 1 1
## 255.65 255.77 255.95 257.04 257.12 257.61 258.31 258.7 259.16
## 1 1 1 1 1 1 1 1 1
## 259.59 260.47 260.71 260.78 260.95 261.3 261.48 261.55 261.75
## 1 1 1 1 1 1 1 1 1
## 262.37 262.6 262.84 263.23 263.84 264.09 264.39 264.77 264.83
## 1 1 1 1 1 1 1 1 1
## 265.04 265.08 265.2 265.47 266.13 267.09 267.6 268.13 268.16
## 1 1 1 1 1 1 1 1 1
## 268.8 270.01 270.13 272.04 272.51 272.56 272.7 272.96 273.54
## 1 1 1 1 1 1 1 1 1
## 273.89 273.97 274.07 274.38 275.24 275.25 275.42 275.72 276.37
## 1 1 1 1 1 1 1 1 1
## 276.5 277.24 277.53 278.11 278.4 280.23 280.51 280.53 280.98
## 1 1 1 1 1 1 1 1 1
## 281 281.01 281.08 281.23 281.44 281.49 282.18 282.34 283.08
## 1 1 1 1 1 1 1 1 1
## 283.53 284.37 285.01 285.34 285.37 285.69 286 286.57 286.64
## 1 1 1 1 1 1 1 1 1
## 287.45 287.71 288.78 289.3 289.74 290.51 292.41 292.5 293.42
## 1 1 1 1 1 1 1 1 1
## 293.7 296.93 301 301.82 302.56 304.23 306.77 309.25 309.37
## 1 1 1 1 1 1 1 1 1
## 310.21 311.08 311.78 311.88 312.22 312.31 312.63 313.36 313.56
## 1 1 1 1 1 1 1 1 1
## 313.94 314 315.15 315.9 316.04 316.63 316.77 316.96 317.49
## 1 1 1 1 1 1 1 1 1
## 318.12 318.9 319.6 319.71 320.43 320.48 320.63 321.06 321.26
## 1 1 1 1 1 1 1 1 1
## 321.29 321.36 323.21 325.08 325.27 325.48 325.89 326.07 327.06
## 1 1 1 1 1 1 1 1 1
## 327.19 328.23 329.11 329.6 329.61 329.97 330.64 330.68 335.07
## 1 1 1 1 1 1 1 1 1
## 335.34 337.14 338.42 338.76 341.78 342.15 342.8 342.88 343.93
## 1 1 1 1 1 1 1 1 1
## 344.11 344.25 344.93 344.95 345.42 346.37 346.59 347.69 347.87
## 1 1 1 1 1 1 1 1 1
## 349.29 349.46 349.81 350.88 351.27 352.17 352.68 352.96 353.18
## 1 1 1 1 1 1 1 1 1
## 353.31 354.02 354.91 355.67 355.76 355.95 356.14 356.45 356.56
## 1 1 1 1 1 1 1 1 1
## 356.78 357.41 357.56 357.65 357.86 358.45 358.73 359.8 361.89
## 1 1 1 1 1 1 1 1 1
## 362.89 363.23 363.74 364.33 365.45 365.76 365.82 366.67 367.76
## 1 1 1 1 1 1 1 1 1
## 367.83 367.96 367.99 368.05 368.28 368.7 368.9 369.99 370.38
## 1 1 1 1 1 1 1 1 1
## 370.94 371.01 371.12 372.14 372.24 372.39 372.43 372.9 372.92
## 1 1 1 1 1 1 1 1 1
## 372.95 373.07 373.27 373.31 373.33 373.44 373.9 374.33 374.35
## 1 1 1 1 1 1 1 1 1
## 374.58 374.6 374.78 374.9 375.28 375.39 375.78 376.4 376.49
## 1 1 1 1 1 1 1 1 1
## 376.6 376.67 377.5 377.86 378.25 378.97 379.6 379.74 380.09
## 1 2 1 1 1 2 1 1 1
## 380.55 380.78 380.83 381.98 382.25 384.53 384.64 384.79 385.41
## 1 1 1 1 1 1 1 1 1
## 385.57 386.46 387.09 387.51 388.55 388.77 389.88 389.95 390.57
## 1 1 1 1 1 1 1 1 1
## 391.32 391.78 392.93 393.18 394.04 395.19 395.25 395.78 396.11
## 1 1 1 1 1 1 1 1 1
## 396.2 397.13 397.37 397.75 400.01 401.12 401.43 405.76 406.14
## 1 1 1 1 1 1 1 1 1
## 406.29 406.3 406.31 406.78 407.23 407.37 408.88 409.47 410.09
## 1 1 1 1 1 1 1 1 1
## 410.38 410.4 410.74 410.94 411.09 411.55 411.61 411.64 412.5
## 1 1 1 1 1 1 1 1 1
## 412.53 412.68 413.1 413.25 413.91 414.2 414.89 414.99 415.26
## 1 1 1 1 1 1 1 1 1
## 415.28 415.49 415.56 415.57 415.64 415.79 415.83 415.91 416.26
## 1 1 1 1 1 1 1 1 1
## 416.51 417.01 417.36 417.6 417.71 417.82 417.89 418.42 418.48
## 1 1 1 1 1 1 1 1 1
## 418.74 419.26 419.41 419.6 419.63 419.7 420.41 420.42 420.51
## 1 1 1 1 1 1 1 1 1
## 420.52 420.53 420.61 420.63 421.13 421.6 421.62 422.08 422.73
## 1 1 1 1 1 1 1 1 1
## 422.84 422.92 422.94 423.01 423.25 423.29 423.82 423.99 424.43
## 1 1 1 1 1 1 1 1 1
## 424.44 424.71 426.08 426.27 426.34 427.09 427.31 427.51 427.62
## 1 1 1 1 1 1 1 1 1
## 427.85 428.1 428.45 428.98 429.08 429.09 429.68 430.05 430.46
## 1 2 1 1 3 1 1 1 1
## 430.68 431.27 431.69 431.87 432.32 432.92 433.4 434.23 434.34
## 1 1 1 1 1 1 1 1 1
## 434.41 435.18 435.52 435.69 436.39 436.62 436.65 436.7 436.97
## 1 1 1 1 1 1 1 1 1
## 437.39 438.14 438.71 438.82 439.04 440.14 440.24 440.35 440.5
## 1 1 1 1 1 1 1 1 1
## 440.95 441.71 441.78 441.93 442.62 442.95 443.08 443.1 443.37
## 1 1 1 1 1 1 1 1 1
## 443.4 443.63 443.85 443.86 443.88 443.93 444.13 444.15 444.18
## 1 1 2 1 1 1 1 1 1
## 444.2 444.33 444.78 444.96 445.12 445.63 445.88 446.01 446.02
## 1 1 1 1 1 1 1 1 1
## 446.06 446.11 446.89 447.07 447.3 447.63 447.7 447.9 447.93
## 1 1 1 1 1 1 1 1 1
## 447.94 448.45 448.47 448.86 448.93 448.95 449.1 449.25 450.86
## 1 1 1 1 1 1 1 1 1
## 452.07 452.42 452.94 452.97 453.3 453.45 453.52 453.54 453.59
## 1 1 1 1 1 1 1 1 1
## 453.61 454.79 454.94 455.46 455.54 455.98 456.39 456.53 456.76
## 1 1 1 1 1 1 1 1 1
## 457 457.32 461.62 465.13 467.51 467.78 468.79 470.56 471.24
## 1 1 1 1 1 1 1 1 1
## 471.91 472.32 472.7 472.74 473.01 473.23 474.02 474.61 474.81
## 1 1 1 1 1 1 1 1 1
## 475.1 475.14 476.12 476.21 477.09 481.61 482.28 482.95 483
## 1 1 1 1 1 1 1 1 1
## 483.49 483.63 484.87 485.82 487.58 487.74 487.93 489.73 490.19
## 1 1 1 1 1 1 1 1 1
## 490.84 492.11 493.2 494.94 497.35 498.73 499.23 501.27 501.64
## 1 1 1 1 1 1 1 1 1
## 502.54 502.78 502.89 503.82 506.88 510.45 510.92 512.18 516.28
## 1 1 1 1 1 1 1 1 1
## 520.08 520.66 522.96 525.23 525.64 530.47 531.33 532.58 532.67
## 1 1 1 1 1 1 1 1 1
## 533.08 536.92 538.7 539.29 541.04 541.55 545.17 549.82 550.5
## 1 1 1 1 1 1 1 1 1
## 551.77 553.27 554.39 554.43 554.89 556.14 558.14 558.58 560.52
## 1 1 1 1 1 1 1 1 1
## 560.88 561.6 561.81 563.24 564.09 564.24 564.51 564.73 564.78
## 1 1 1 1 1 1 1 1 1
## 564.9 565.33 565.63 565.78 566.6 566.62 566.72 567.51 568.16
## 1 1 1 1 1 1 1 1 1
## 568.63 569.18 569.47 569.74 569.98 570.81 570.95 570.96 571.43
## 1 1 1 1 1 1 1 1 1
## 571.81 572.61 573.13 573.27 573.33 573.43 573.47 573.64 574.05
## 1 1 1 1 1 1 1 1 1
## 574.06 574.11 574.18 574.6 575.17 575.18 575.46 576.86 577.29
## 1 1 1 1 1 1 1 1 1
## 578.67 579.17 579.86 579.88 580.22 580.59 581.63 581.65 581.7
## 1 1 1 1 1 1 1 1 1
## 582.36 583.1 583.63 583.74 583.81 584.05 584.1 584.17 584.79
## 1 1 1 1 1 1 1 1 1
## 584.98 585.64 585.7 586.15 586.34 586.37 586.82 587.07 587.48
## 1 1 1 1 1 1 1 1 1
## 587.49 587.63 587.74 587.76 587.94 588.05 588.79 589.12 590.4
## 1 1 1 1 1 1 1 1 1
## 593.43 593.96 594.63 595.33 595.57 595.79 595.88 595.92 596.16
## 1 1 1 1 1 1 1 1 1
## 596.21 596.85 597.02 597.23 599.7 599.71 599.88 600.35 600.51
## 1 1 1 1 1 1 1 1 1
## 601.91 602.04 602.24 603.8 604.11 604.14 604.4 604.46 604.47
## 1 1 1 1 1 1 1 1 1
## 604.61 604.85 605.09 605.19 605.41 605.86 605.88 606.74 606.92
## 1 1 1 1 1 1 1 1 1
## 607.04 607.15 607.31 607.94 608.27 608.4 608.41 608.51 609.1
## 1 1 1 1 1 1 1 1 1
## 609.48 609.62 609.68 609.93 610.46 611.04 611.47 611.82 611.83
## 1 1 1 1 1 1 1 1 1
## 612.35 612.54 613.84 615.02 615.33 615.77 616.2 616.35 616.61
## 2 1 1 1 1 1 1 1 1
## 616.86 616.93 617.01 617.32 617.34 618.29 618.5 618.7 618.75
## 1 1 1 1 1 1 1 1 1
## 618.84 619.11 619.63 619.91 620.26 620.47 620.52 620.91 620.96
## 1 1 1 1 1 1 1 1 1
## 622.39 622.6 622.77 624.09 624.37 624.6 624.91 625.27 626.98
## 1 1 1 1 1 1 1 1 1
## 627.21 627.3 628 628.01 628.11 628.26 628.28 629.4 629.51
## 1 1 1 1 1 1 1 1 1
## 630.69 630.85 630.88 631.16 632.55 632.84 632.85 633.4 635.03
## 1 1 1 1 1 1 1 1 1
## 635.97 636 636.47 636.61 636.66 637.01 637.39 637.77 638.34
## 1 1 1 1 1 1 1 1 1
## 638.66 638.9 639.07 640.09 640.11 640.22 641.26 641.3 643.04
## 1 1 1 1 1 1 1 1 1
## 644.39 644.91 644.98 645.71 645.88 646.28 646.56 646.72 646.78
## 1 1 1 1 1 1 2 1 1
## 648.45 648.52 649.01 649.48 649.79 650.51 650.78 652.3 652.6
## 1 1 1 1 1 1 1 1 1
## 652.79 652.92 653.39 653.47 653.7 653.89 654.21 654.35 654.47
## 1 1 1 1 1 1 1 1 1
## 654.49 654.79 655.25 655.68 657.68 659.04 659.33 660.41 661.87
## 1 1 1 1 1 1 1 1 1
## 661.99 662.8 663.36 664.49 665.07 667.63 668.13 668.25 668.63
## 1 1 1 1 1 1 1 1 1
## 669.59 670.42 670.88 672.56 676.4 678.04 678.16 683.94 684.16
## 1 1 1 1 1 1 1 1 1
## 685.56 687.32 690.05 691.68 696.48 696.52 697.74 699.56 699.81
## 1 1 1 1 1 1 1 1 1
## 699.9 701.34 702.39 704.03 705.26 705.35 708.61 709.04 711.21
## 1 1 1 1 1 1 1 1 1
## 713.6 714.41 714.44 716.56 717.94 722.35 722.87 729.63 730.51
## 1 1 1 1 1 1 1 1 1
## 731.09 732.48 732.73 733.49 733.93 734.56 734.59 736.26 736.53
## 1 1 1 1 1 1 1 1 1
## 736.89 738.17 738.92 739.51 740.24 744.47 745.63 746.05 751.71
## 1 1 1 1 1 1 1 1 1
## 754.43 754.97 755.76 757.11 757.54 758.72 759.75 762.76 764.86
## 1 1 1 1 1 1 1 1 1
## 765.41 765.95 766.98 767.21 768.16 769.65 770.04 770.59 771.7
## 1 1 1 1 1 1 1 1 1
## 772.91 776.18 776.84 777.8 777.96 778.96 780 780.9 783.58
## 1 1 1 1 1 1 1 1 1
## 784.86 788.03 789.12 790.32 791.5 792.96 797.63 799.06 799.4
## 1 1 1 1 1 1 1 1 1
## 800.8 801.67 801.82 802 804.14 806.05 807.22 809.85 811.91
## 1 1 1 1 1 1 1 1 1
## 812.46 812.6 812.87 816.07 819.32 820.27 820.67 820.94 822.6
## 1 1 1 1 1 1 1 1 1
## 823.56 825 825.53 825.66 827.11 829.45 830.8 830.86 834.15
## 1 1 1 1 1 1 1 1 1
## 834.23 835.63 837.36 844.86 844.95 851.17 853.87 854.52 855.93
## 1 1 1 1 1 1 1 1 1
## 858.3 858.36 860.05 861.72 862.42 864.68 879.81 883.94 884.34
## 1 1 1 1 1 1 1 1 1
## 886.34 887.01 887.25 891.68 891.69 892.29 892.32 895.53 896.9
## 1 1 1 1 1 1 1 1 1
## 897.11 897.56 901.06 902.22 903.71 904.25 905.71 910.42 915.85
## 1 1 1 1 1 1 1 1 1
## 916.74 919.15 919.47 919.81 920.96 934.36 934.83 938.41 946.69
## 1 1 1 1 1 1 2 1 1
## 947.24 953.34 954.19 954.5 957.65 958.7 962.17 970.74 971.98
## 1 1 1 1 1 1 1 1 1
## 976 976.73 982.83 983.22 986.47 996.7 996.92 1000.64 1001.58
## 1 1 1 1 1 1 1 1 1
## 1007.65 1008.79 1011.21 1014.21 1015.16 1015.88 1020.04 1021.6 1022.37
## 1 1 1 1 1 1 1 1 1
## 1025.64 1026.64 1027.73 1028.16 1028.93 1036.68 1037.49 1040.14 1041.69
## 1 1 1 1 1 1 1 1 1
## 1043.46 1044.4 1046.96 1055.36 1061.09 1070.16 1075.45 1076.93 1077.25
## 1 1 1 1 1 1 1 1 1
## 1099.57 1100.55 1102.95 1106.61 1113.63 1116.32 1116.96 1120.52 1124.59
## 1 1 1 1 1 1 1 1 1
## 1125.81 1130.2 1131.96 1141.23 1148.08 1152.44 1156.44 1159.79 1162.58
## 1 1 1 1 1 1 1 1 1
## 1163.38 1163.39 1164.96 1171.82 1171.86 1172.61 1172.65 1175.36 1179.04
## 1 1 1 1 1 1 1 1 1
## 1179.69 1187.46 1193.77 1196.76 1203.94 1204.8 1205.08 1208.41 1208.47
## 1 1 1 1 1 1 1 1 1
## 1209.63 1215.56 1215.62 1217.03 1220.72 1230.51 1238.06 1239.75 1249.97
## 1 1 1 1 1 1 1 1 1
## 1250.71 1264.6 1265.93 1281.3 1292.37 1314.92 1315.21 1348.3 1415.69
## 1 1 1 1 1 1 1 1 1
## 1447.49 1490.72 1530.31 1542.5 1559.76 1596.92 1651.08 1661.91 1686.54
## 1 1 1 1 1 1 1 1 1
## 1694.01 1708.54 1716.3 1719.1 1755.35 1776.62 1807.12 1843.03 1855.83
## 1 1 1 1 1 1 1 1 1
## 1890.25 1932.62 1974.92 1990.41 2017.87 2037.5 2054.08 2071.99 2107.17
## 1 1 1 1 1 1 1 1 1
## 2124.57 2145.57 2164.77 2178.5 2183.22 2212.96 2260.23 2269.89 2275.14
## 1 1 1 1 1 1 1 1 1
## 2285.3 2288.33 2296.81 2321.13 2321.37 2332.99 2340.83 2373.32 2376.29
## 1 1 1 1 1 1 1 1 1
## 2385.15 2394.84 2412.94 2419.23 2423.57 2450.8 2452.54 2478.43 2480.47
## 1 1 1 1 1 1 1 1 1
## 2480.96 2484.42 2484.96 2492.31 2498.87 2510.22 2510.48 2516.33 2517.59
## 1 1 1 1 1 1 1 1 1
## 2518.56 2529.34 2538.55 2549.03 2552.12 2559.35 2581.69 2583.19 2589.82
## 1 1 1 1 1 1 1 1 1
## 2621.85 2642.36 2644.85 2650.38 2653.94 2657.71 2660.4 2668.59 2670.95
## 1 1 1 1 1 1 1 1 1
## 2679.73 2685.14 2685.61 2690.84 2692.8 2699.19 2700.56 2706.37 2720.61
## 1 1 1 1 1 1 1 1 1
## 2743.72 2746.55 2795.62 2840.53 2874.83 2946.62 3153.86 3155.6 3180.89
## 1 1 1 1 1 1 1 1 1
## 3247.67 3319.47 3345.83 3372.12 3445.64 3487.79 3553.53 3591.09 3594.58
## 1 1 1 1 1 1 1 1 1
## 3613.63 3613.7 3666.9 3674.58 3681.58 3789.92 3857.73 3857.8 3868.87
## 1 1 1 1 1 1 1 1 1
## 3869.9 3884.82 3906.18 3951.04 3970.55 3988.6 3989.16 3994.42 3998.11
## 1 1 1 1 1 1 1 1 1
## 4015.4 4039.29 4069.88 4075.18 4078.41 4085.22 4099.4 4108.4 4109.7
## 1 1 1 1 1 1 1 1 1
## 4114.11 4130.26 4160.86 4164.05 4210.42 4224.64 4243.71 4258.89 4269.52
## 1 1 1 1 1 1 1 1 1
## 4269.81 4307.35 4317.29 4320.53 4321.05 4352.13 4376.59 4377.46 4405.64
## 1 1 1 1 1 1 1 1 1
## 4417.59 4469.24 4471.41 4491.33 4549.4 4564.25 4678.53 4751.63 4765.1
## 1 1 1 1 1 1 1 1 1
## 4822 5151.44 5397.88 5436.85 5472.72 5478.61 5504.18 5519.01 5531.06
## 1 1 1 1 1 1 1 1 1
## 5544.21 5591.64 5627.23 5689.19 5721.22 5724.58 5728.82 5732.47 5792.34
## 1 1 1 1 1 1 1 1 1
## 5844.29 5965.07 6040.85 6103.33 6204.22 6377.88 6436.87 6461.75 6634.76
## 1 1 1 1 1 1 1 1 1
## 6758.72 7002.94 7007.31 7023.1 7031.28 7101.52 7114.02 7176.58 7333.19
## 1 1 1 1 1 1 1 1 1
## 7463.44 7561.09 7694.1 7762.71 7940.93 7949.36 8038.77 8075.47 8191.15
## 1 1 1 1 1 1 1 1 1
## 8775.59 9202.05 9352.72 9601.03 9694.65 9736.3 10862 10905.1 11081.8
## 1 1 1 1 1 1 1 1 1
## 11604.6 11923.4 13226.6 13674.9 14057.3 14336.9 15404.8 16039.7 16185.9
## 1 1 1 1 1 1 1 1 1
## 16571.6 16601.3 17515.3 18355.9 18974.1
## 1 1 1 1 1close
mytable <- with(btc.df, table(close))
options(max.print=1000000)
mytable## close
## 68.43 70.28 74.56 76.52 76.69 77.53 80.53 86.76 88.05
## 1 1 1 1 1 1 1 1 1
## 88.98 89.39 90.13 90.58 90.76 91.61 92.17 93.59 94.12
## 1 1 1 1 1 1 1 1 1
## 94.51 94.65 94.69 94.99 95.56 96.02 96.61 96.9 97.45
## 1 1 1 1 1 1 1 1 1
## 97.75 98.13 98.4 98.5 99.51 99.76 99.98 99.99 100
## 1 1 1 1 1 1 1 1 1
## 101.2 101.44 101.7 102.74 102.8 103 103.95 104 104.5
## 1 1 1 1 1 2 1 4 1
## 105 105.14 105.21 106.09 106.22 106.35 106.64 106.75 107.4
## 1 1 1 1 1 1 1 2 1
## 107.6 107.99 108.15 108.25 108.3 108.9 108.99 109 109.5
## 1 1 1 1 2 1 1 1 1
## 109.99 110.15 111.5 112.3 112.5 112.56 112.67 113.5 113.57
## 1 1 3 1 1 1 1 2 1
## 114.13 114.22 115 115.24 115.91 116.99 117.2 117.98 118
## 1 1 1 1 1 1 1 1 1
## 118.5 118.76 119 119.15 120.05 120.06 121.15 121.2 121.42
## 1 1 1 1 1 1 1 1 1
## 121.65 121.66 121.99 122 122.11 122.22 122.29 122.39 122.62
## 1 1 1 1 1 1 1 1 1
## 122.88 123.02 123.3 123.5 123.63 123.89 124.15 125.91 125.95
## 1 1 1 1 1 1 1 1 1
## 126 126.43 126.5 126.7 126.74 126.94 127.04 127.11 127.25
## 1 1 1 1 1 1 1 1 1
## 127.43 128.22 128.38 128.55 128.8 129 129.01 129.12 129.22
## 1 1 1 1 1 3 1 1 1
## 129.3 129.65 129.75 130.37 130.59 130.69 130.9 131.47 131.66
## 1 1 1 1 1 1 1 1 1
## 131.72 131.98 132.18 132.3 133 133.13 133.2 133.48 133.49
## 1 1 1 1 1 1 1 1 1
## 133.78 134.21 134.78 134.98 135.19 135.25 135.35 135.85 136.77
## 1 1 1 1 1 1 1 1 1
## 137.34 138.13 138.34 139 140.52 142.55 144.54 145.24 146.25
## 1 1 1 1 1 1 1 1 1
## 155.96 172.42 174.61 177.32 178.1 182.21 186.69 193.76 196.44
## 1 1 1 1 1 1 1 1 1
## 198.23 198.55 199.26 199.97 204 204.39 206.18 206.22 208.1
## 1 1 1 1 1 1 1 1 1
## 209.84 210.34 210.5 211.08 211.31 213.62 214.86 215.05 217.11
## 1 1 1 1 1 1 1 1 1
## 217.46 219.16 219.19 219.43 219.84 220.11 221.61 221.76 222.27
## 1 1 1 1 1 1 1 1 1
## 222.6 222.88 222.93 223.36 223.41 223.83 224.32 224.59 224.63
## 1 2 1 1 1 1 1 1 1
## 224.77 224.95 225.62 225.8 225.81 225.83 225.85 225.86 225.87
## 1 1 1 1 1 1 1 1 1
## 226.39 226.43 226.68 226.85 226.9 226.97 227.09 227.18 227.27
## 1 1 1 1 1 1 1 1 1
## 227.75 228.12 228.17 228.49 228.57 228.76 228.8 229.05 229.09
## 1 1 1 1 1 1 1 1 1
## 229.1 229.28 229.29 229.71 229.78 229.81 229.98 230.06 230.19
## 1 1 1 1 2 1 1 1 1
## 230.28 230.3 230.39 230.51 230.62 230.64 231.21 231.27 231.4
## 1 2 1 1 1 1 1 1 1
## 231.49 231.95 232.08 232.4 232.57 232.76 232.88 232.97 233.13
## 1 1 1 1 1 1 1 1 1
## 233.34 233.41 233.51 233.54 233.84 233.91 234.02 234.18 234.34
## 1 1 1 1 1 1 1 1 1
## 234.53 234.82 234.93 235.02 235.14 235.23 235.27 235.34 235.35
## 1 1 1 1 1 1 1 1 1
## 235.43 235.98 236.06 236.07 236.12 236.15 236.33 236.38 236.43
## 1 1 1 1 1 3 1 1 1
## 236.46 236.55 236.69 236.8 236.82 236.93 237.1 237.11 237.12
## 1 1 1 1 1 1 1 1 1
## 237.28 237.29 237.33 237.41 237.47 237.55 237.6 238.17 238.23
## 1 1 1 1 1 1 1 1 1
## 238.26 238.48 238.73 238.74 238.87 238.89 239.02 239.14 239.84
## 1 1 1 1 1 1 1 1 1
## 239.85 240.11 240.28 240.3 240.35 240.36 240.38 240.51 240.95
## 1 1 1 1 1 1 1 1 1
## 241.11 241.83 242.16 242.3 242.71 242.8 242.97 243.59 243.61
## 1 1 1 1 1 1 1 1 2
## 243.68 243.78 243.86 243.93 243.94 244.22 244.3 244.53 244.61
## 1 1 1 1 1 1 1 1 1
## 244.94 245.02 245.21 245.24 245.31 245.59 246.06 246.2 246.99
## 1 1 1 1 1 1 1 1 1
## 247.03 247.05 247.27 247.53 247.85 248.53 249.01 249.28 249.51
## 1 1 1 1 1 1 2 1 1
## 250.9 250.99 251.99 252.8 253 253.18 253.7 253.72 253.83
## 1 1 1 1 1 1 1 1 1
## 254.26 254.32 255.41 255.49 256.3 256.34 257.06 257.32 257.98
## 1 2 1 1 1 1 1 1 1
## 258.51 258.62 260.02 260.2 260.6 260.89 260.93 261 261.55
## 1 1 1 1 1 1 1 1 1
## 261.64 261.75 262.5 262.87 263.07 263.44 263.48 264.08 264.19
## 1 1 1 1 1 1 1 1 1
## 264.47 265.08 265.66 265.68 266.21 266.27 266.38 266.74 267.8
## 1 1 1 1 1 1 1 1 1
## 267.96 269.03 269.23 269.46 270.39 270.64 270.79 271.91 272.72
## 1 1 1 1 1 1 1 1 1
## 273.09 273.47 273.61 274.02 274.35 274.47 274.8 274.9 275.67
## 1 1 1 1 1 1 1 1 1
## 275.83 276.05 276.18 276.26 276.5 277.22 278.09 278.58 278.98
## 1 1 1 1 1 1 1 1 1
## 279.47 279.58 281.08 281.23 281.6 281.65 281.7 281.88 282.61
## 1 1 1 1 1 1 1 2 1
## 283.35 283.68 284.65 284.89 285.22 285.3 285.34 285.5 285.83
## 1 1 1 1 1 1 1 1 1
## 286.19 286.39 287.46 287.72 288.28 288.7 289.59 289.61 290.41
## 1 1 1 1 1 1 1 1 1
## 290.59 291.76 292.05 292.69 293.12 293.62 293.79 294.34 294.35
## 1 1 1 1 1 1 1 1 1
## 294.43 296.38 296.41 304.62 310.74 310.87 311.08 311.4 312.67
## 1 1 1 1 1 1 1 1 1
## 313.86 314.17 314.25 315.03 315.86 317.24 317.84 319.01 319.78
## 1 1 1 1 1 1 1 1 1
## 320.05 320.17 320.19 320.51 320.84 322.02 322.53 323.05 324.54
## 1 1 1 1 1 1 1 1 1
## 325.43 325.75 325.89 326.15 326.62 326.93 327.06 327.55 327.92
## 1 1 1 1 1 1 1 1 1
## 328.01 328.21 328.87 329.96 330.08 330.49 330.75 331.89 332.91
## 1 1 1 1 1 1 1 1 1
## 334.57 334.59 335.09 335.59 336.19 336.75 336.82 338.11 338.15
## 1 1 1 1 1 1 1 1 1
## 338.32 339.11 339.49 342.42 342.44 345.31 345.35 345.49 346.37
## 1 1 1 1 1 1 1 1 1
## 347.27 347.38 349.29 350.51 350.85 351.63 352.22 352.54 352.68
## 1 1 1 1 1 1 1 1 1
## 352.92 352.94 352.99 354.7 357.38 357.62 357.84 358.04 358.35
## 1 1 1 1 1 1 1 1 1
## 358.42 359.19 359.51 360.33 361.05 361.19 361.56 361.91 362.3
## 1 1 1 1 1 1 1 1 1
## 362.49 363.18 363.26 364.33 365.03 365.18 366.92 367.57 367.69
## 1 1 1 1 1 1 1 1 1
## 368.37 368.77 369.6 369.67 369.95 371.29 373.06 373.37 373.45
## 1 1 1 1 1 1 1 1 1
## 374.45 374.47 374.79 375.01 375.07 375.1 375.2 375.35 375.47
## 1 1 1 1 1 1 1 1 1
## 375.49 376.03 376.13 376.45 376.52 376.62 376.85 376.9 377.18
## 1 1 1 1 1 1 1 1 1
## 377.32 378.05 378.25 378.55 379.25 379.47 379.65 380.15 380.26
## 1 1 1 1 1 1 1 1 1
## 380.29 380.56 381.31 381.65 382.3 382.49 382.56 382.85 383.16
## 1 1 1 1 1 1 1 1 1
## 383.62 383.76 384.26 386.35 386.48 386.55 386.94 387.17 387.41
## 1 1 1 1 2 1 1 1 1
## 387.49 387.54 387.88 388.78 388.95 389.55 389.59 390.41 391.44
## 1 1 1 1 1 1 1 1 1
## 391.73 391.86 392.15 394.77 394.8 394.97 395.54 397.82 398.82
## 1 1 1 1 1 1 1 1 1
## 399.52 400.19 400.57 400.87 402.15 402.97 403.42 404.43 407.23
## 1 1 1 1 1 1 1 1 1
## 407.37 407.49 407.71 408.9 409.55 410.26 410.44 410.94 411.56
## 1 1 1 1 1 1 1 1 1
## 411.57 411.62 413.31 413.75 413.97 414.06 414.32 414.82 414.86
## 1 1 1 1 1 2 1 1 1
## 415.48 415.56 416.32 416.39 416.44 416.52 416.73 416.83 417.01
## 1 1 1 1 1 1 1 1 1
## 417.13 417.18 417.27 417.56 417.94 417.95 417.96 418.04 418.09
## 1 1 1 1 1 1 1 1 1
## 419.41 420.2 420.23 420.35 420.62 420.74 420.79 420.87 420.9
## 1 1 1 1 1 2 1 1 1
## 420.95 421.12 421.44 421.56 421.65 421.69 422.28 422.37 422.48
## 1 1 1 1 1 1 1 1 1
## 422.75 422.82 423.2 423.41 423.56 423.73 423.99 424.03 424.23
## 1 1 1 1 1 1 1 1 1
## 424.28 424.44 424.54 424.95 425.19 426.62 426.76 427.4 428.59
## 1 1 1 1 1 1 1 1 1
## 428.96 429.11 429.71 430.01 430.31 430.57 431.96 432.15 432.37
## 1 1 1 1 1 2 1 1 1
## 432.52 432.98 433.09 433.44 433.48 433.5 433.75 434.33 435
## 1 1 1 1 1 1 1 1 1
## 435.12 435.51 435.69 435.79 436.39 436.4 436.57 437.14 437.16
## 1 1 1 1 1 1 1 1 1
## 437.7 437.75 437.76 438.64 438.71 438.8 438.82 438.89 439.32
## 1 1 1 1 1 1 1 1 1
## 440.17 440.22 440.29 440.67 441.39 441.46 442.4 442.68 442.69
## 1 1 1 1 1 1 1 1 1
## 442.73 443.19 443.97 444.15 444.18 444.67 444.69 444.72 445.74
## 1 1 1 1 1 1 1 1 1
## 445.98 446.18 446.26 446.72 447.21 447.25 447.53 447.61 447.64
## 1 1 1 1 1 1 1 1 1
## 447.98 447.99 448.06 448.32 448.43 448.9 449.01 449.38 449.42
## 1 1 1 1 1 1 1 1 1
## 449.43 449.46 449.6 450.28 450.3 450.89 451.88 451.94 452.73
## 1 1 1 1 1 1 1 1 1
## 453.09 453.23 453.38 453.78 454.16 454.43 454.62 454.77 454.93
## 1 1 1 1 1 1 1 1 1
## 454.99 455.1 455.65 455.67 456.08 457 457.33 457.57 457.76
## 1 1 1 2 1 1 1 1 1
## 458.05 458.54 458.55 458.56 458.6 458.79 459.6 460.27 460.48
## 1 1 1 1 1 1 1 1 1
## 460.5 461.43 461.45 461.46 461.91 462.32 463.62 465.32 466.06
## 1 1 1 1 1 1 1 1 1
## 466.09 471.24 473.46 474.6 474.88 475.26 475.37 477.43 477.59
## 1 1 1 1 1 1 1 1 1
## 477.75 477.76 477.89 478.38 479 479.36 479.64 479.75 482.28
## 1 1 1 1 1 1 1 1 1
## 483.34 484.83 485.25 485.72 487.92 489.66 491.17 491.3 491.77
## 1 1 1 1 1 1 1 1 1
## 491.8 492.11 495.67 495.77 495.96 497.01 498.07 498.17 500.46
## 1 1 1 1 1 1 1 1 1
## 501.56 502.5 504.25 505.97 507.81 508.29 508.52 511.15 511.57
## 1 1 1 1 1 1 1 1 1
## 511.98 514.04 515.59 517.24 519.71 520.22 522.7 524.58 525.14
## 1 1 1 1 1 1 1 1 1
## 526.23 527.39 530.04 531.39 533.86 536.92 537.97 538.71 546.32
## 1 1 1 1 1 1 1 1 1
## 546.66 547.47 549.26 556.14 559.79 561.27 565.04 565.61 566.34
## 1 1 1 1 1 1 1 1 1
## 566.36 567.24 567.29 568.18 569.19 569.64 569.95 570.47 571.24
## 1 1 1 1 1 1 1 1 1
## 571.49 571.59 572.3 572.73 573.22 573.91 574.11 574.16 574.32
## 1 1 1 1 1 1 1 1 1
## 574.63 574.98 575.04 575.47 575.54 575.63 576.37 576.6 577.06
## 1 1 1 1 1 1 1 1 1
## 577.36 577.44 577.47 577.5 577.76 578.29 578.77 579.65 580.18
## 1 1 1 1 1 1 1 1 1
## 580.83 581.14 581.31 581.64 581.7 582.36 582.69 583.41 583.42
## 1 1 1 1 1 1 1 2 1
## 583.92 584.61 584.65 584.73 585.44 585.54 585.59 585.69 586.24
## 1 1 1 1 1 1 1 1 1
## 586.67 586.75 586.95 587.56 587.78 587.8 588.77 588.78 588.87
## 1 1 1 1 1 1 1 1 1
## 589.12 589.33 589.37 590.83 591.05 591.06 592.1 592.19 592.58
## 1 1 1 1 1 1 1 1 1
## 592.69 592.94 593.85 593.98 594.15 594.92 594.99 595.81 596.12
## 1 1 1 1 1 1 1 1 1
## 596.3 596.55 597.15 597.26 598.07 598.21 600.16 600.83 601.09
## 1 1 1 1 1 1 1 1 1
## 601.73 602.27 602.63 602.72 602.84 604.73 605.24 605.42 605.66
## 1 1 1 1 1 1 1 1 1
## 605.69 605.82 605.98 606.17 606.27 606.59 606.72 606.73 606.97
## 1 1 1 1 1 1 1 1 1
## 607.15 607.96 608.04 608.24 608.31 608.63 609.23 609.24 609.74
## 1 1 1 1 1 1 1 1 1
## 609.87 609.89 610.2 610.44 610.68 610.86 610.89 612.13 612.51
## 1 1 1 1 1 1 1 1 1
## 613.02 613.98 614.54 614.83 615.33 616.63 616.75 616.76 616.8
## 1 1 1 1 1 1 1 1 1
## 617.12 617.18 617.45 618.99 619.11 619.32 619.41 621.55 621.59
## 1 1 1 1 1 1 1 1 1
## 622.21 622.37 622.86 623.03 623.09 623.51 623.68 623.9 623.98
## 1 1 1 1 1 1 1 1 1
## 624.09 624.51 624.68 624.82 625.32 626.27 626.32 626.5 626.6
## 1 1 1 1 1 1 1 1 1
## 627.79 628.51 628.78 628.8 629.15 629.37 630.23 630.52 630.69
## 1 1 1 1 1 1 1 1 1
## 630.86 631.11 631.46 632 632.1 632.83 633.02 633.71 634.11
## 1 1 1 1 1 1 1 1 1
## 635.81 636.12 636.19 636.79 636.96 637.96 638.14 638.65 639.19
## 1 1 1 1 1 1 1 1 1
## 639.8 639.89 640.38 640.56 640.81 641.07 641.61 641.63 645.16
## 1 1 1 1 1 1 1 1 1
## 647 647.66 649.16 649.36 650.62 650.88 650.92 650.96 651.72
## 1 1 1 1 1 1 1 1 1
## 651.78 653.15 653.7 653.76 654.1 654.35 654.47 654.97 655.03
## 1 1 1 1 1 1 1 1 1
## 655.05 655.27 655.56 656.14 656.99 657.07 657.29 657.59 658.08
## 1 1 1 1 1 1 1 1 1
## 658.66 659.26 660.62 660.77 661.28 661.99 663.25 663.86 664.55
## 1 1 1 1 1 1 1 1 1
## 665.01 665.12 665.3 665.51 665.58 665.68 666.52 666.65 666.78
## 1 1 1 1 1 1 1 1 1
## 667.61 667.76 670.63 672.17 672.78 672.86 673.11 673.34 673.41
## 1 1 1 1 1 1 1 1 1
## 673.92 676.3 677.33 678.3 679.46 681.03 682.12 682.21 682.9
## 1 1 1 1 1 1 1 1 1
## 683.66 685.56 688.31 688.7 689.65 691.96 694.47 698.23 700.97
## 1 1 1 1 1 1 1 1 1
## 701.86 702.03 703.13 703.24 703.42 703.56 703.7 704.38 705.02
## 1 1 1 1 1 1 1 1 1
## 705.05 705.97 709.85 711.52 711.62 712.4 714.48 715.53 716.41
## 1 1 1 1 1 1 1 1 1
## 722.43 723.27 727.83 729.79 731.03 732.03 735.07 735.38 735.6
## 1 1 1 1 1 1 1 1 1
## 735.81 737.23 739.25 740.29 740.83 740.98 741.65 744.2 744.59
## 1 1 1 1 1 1 1 1 1
## 745.05 745.69 748.91 751.35 751.59 751.62 754.01 756.13 756.23
## 1 1 1 1 1 1 1 1 1
## 756.77 758.7 761.98 763.78 764.22 766.31 768.13 769.73 770.81
## 1 1 1 1 1 1 1 1 1
## 771.15 771.39 771.4 771.44 772.79 773.87 774.25 774.65 777.76
## 1 1 1 1 1 1 1 1 1
## 777.94 778.09 780.09 780.56 781.48 781.55 784.91 790.53 790.83
## 1 1 1 1 1 1 1 1 1
## 792.71 795.87 797.07 797.82 799.11 800.88 802 802.39 804.83
## 1 1 1 1 1 1 1 1 1
## 811.91 812.51 814.64 818.41 818.72 819.03 821.8 822.04 823.83
## 1 1 1 1 1 1 1 1 1
## 823.98 825.37 826 827.96 829.45 829.92 831.53 832.58 833.27
## 1 1 1 1 1 1 1 1 1
## 834.28 835.63 840 841.2 842.72 845.59 846.86 853.61 859.51
## 1 1 1 1 1 1 1 1 1
## 860.9 863.22 863.91 864.54 868.48 870.2 870.96 872.6 873.26
## 1 1 1 1 1 1 1 1 1
## 876.12 878.48 885.28 886.62 892.58 892.69 893.19 895.03 896.18
## 1 1 1 1 1 1 1 1 1
## 898.82 899.07 901.54 902.2 902.83 907.61 907.68 907.94 908.59
## 1 1 1 1 1 1 1 1 1
## 911.2 913.95 917.59 919.5 919.75 920.38 921.01 921.59 921.79
## 1 1 1 1 1 1 1 1 1
## 921.98 924.67 928.1 933.2 933.53 937.52 953.29 955.85 961.24
## 1 1 1 1 1 1 1 1 1
## 963.74 966.73 970.4 972.78 973.5 973.82 975.92 988.51 988.67
## 1 1 1 1 1 1 1 1 1
## 989.02 990.64 994.38 998.33 999.18 1001.96 1004.45 1004.55 1007.48
## 1 1 1 1 1 1 1 1 1
## 1011.8 1013.38 1021.75 1026.43 1027.34 1027.44 1029.91 1031.95 1036.74
## 1 1 1 1 1 1 1 1 1
## 1038.15 1038.59 1039.97 1042.9 1043.33 1043.84 1045.11 1045.77 1046.21
## 1 1 1 1 1 1 1 1 1
## 1047.15 1047.87 1049.14 1054.23 1054.42 1061.35 1063.07 1071.79 1078.28
## 1 1 1 1 1 1 1 1 1
## 1079.98 1080.5 1100.23 1102.17 1115.3 1116.72 1117.44 1120.54 1124.78
## 1 1 1 1 1 1 1 1 1
## 1129.43 1131.97 1133.25 1143.81 1143.84 1150 1151.17 1154.73 1165.2
## 1 1 1 1 1 1 1 1 1
## 1166.72 1167.54 1169.28 1172.52 1173.68 1175.83 1175.95 1176.9 1179.97
## 1 1 1 1 1 1 1 1 2
## 1182.68 1182.94 1187.13 1187.81 1187.87 1188.49 1193.91 1200.37 1205.01
## 1 1 1 1 1 1 1 1 1
## 1207.21 1210.29 1211.67 1221.38 1222.05 1222.5 1223.54 1229.08 1231.71
## 1 1 1 1 1 1 1 1 1
## 1231.92 1240 1249.61 1250.15 1251.01 1255.15 1265.49 1267.12 1272.83
## 1 1 1 1 1 1 1 1 1
## 1274.99 1281.08 1316.48 1317.73 1321.79 1347.89 1421.6 1452.82 1490.09
## 1 1 1 1 1 1 1 1 1
## 1537.67 1555.45 1578.8 1596.71 1723.35 1724.24 1734.45 1738.43 1755.36
## 1 1 1 1 1 1 1 1 1
## 1787.13 1804.91 1808.91 1839.09 1848.57 1888.65 1929.82 1987.71 1998.86
## 1 1 1 1 1 1 1 1 1
## 2038.87 2041.2 2084.73 2155.8 2173.4 2175.47 2202.42 2228.41 2233.34
## 1 1 1 1 1 1 1 1 1
## 2255.61 2273.43 2286.41 2304.98 2318.88 2320.42 2337.79 2357.9 2372.56
## 1 1 1 1 1 1 1 1 1
## 2398.84 2407.88 2434.55 2443.64 2464.58 2478.45 2480.84 2488.55 2506.37
## 1 1 1 1 1 1 1 1 1
## 2506.47 2511.81 2515.35 2518.44 2518.56 2518.66 2529.45 2539.32 2548.29
## 1 1 1 1 1 1 1 1 1
## 2552.45 2564.06 2571.34 2574.79 2576.48 2589.41 2589.6 2601.64 2601.99
## 1 1 1 1 1 1 1 1 1
## 2608.56 2608.72 2655.88 2659.63 2667.76 2671.78 2686.81 2689.1 2705.41
## 1 1 1 1 1 1 1 1 1
## 2710.67 2717.02 2718.26 2721.79 2726.45 2730.4 2732.16 2744.91 2754.86
## 1 1 1 1 1 1 1 1 1
## 2757.18 2804.73 2805.62 2809.01 2810.12 2817.6 2823.81 2863.2 2875.34
## 1 1 1 1 1 1 1 1 1
## 2895.89 2947.71 2958.11 3154.95 3213.94 3252.91 3342.47 3378.94 3381.28
## 1 1 1 1 1 1 1 1 1
## 3419.94 3582.88 3625.04 3630.7 3631.04 3637.52 3650.62 3682.84 3792.4
## 1 1 1 1 1 1 1 1 1
## 3882.59 3884.71 3892.35 3905.95 3924.97 3926.07 4001.74 4065.2 4073.26
## 1 1 1 1 1 1 1 1 1
## 4087.66 4100.52 4122.94 4130.81 4151.52 4160.62 4161.27 4163.07 4174.73
## 1 1 1 1 1 1 1 1 1
## 4181.93 4193.7 4200.67 4226.06 4228.75 4229.36 4236.31 4317.48 4325.13
## 1 1 1 1 1 1 1 1 1
## 4328.41 4331.69 4334.68 4338.71 4352.4 4370.81 4371.6 4376.53 4376.63
## 1 1 1 1 1 1 1 1 1
## 4382.66 4382.88 4403.74 4409.32 4426.89 4565.3 4578.77 4579.02 4582.96
## 1 1 1 1 1 1 1 1 1
## 4597.12 4599.88 4610.48 4703.39 4772.02 4781.99 4826.48 4892.01 5446.91
## 1 1 1 1 1 1 1 1 1
## 5526.64 5590.69 5605.51 5647.21 5678.19 5708.52 5725.59 5750.8 5753.09
## 1 1 1 1 1 1 1 1 1
## 5780.9 5831.79 5904.83 5930.32 5950.07 6008.42 6011.45 6031.6 6130.53
## 1 1 1 1 1 1 1 1 1
## 6153.85 6357.6 6468.4 6559.49 6618.14 6635.75 6767.31 7022.76 7078.5
## 1 1 1 1 1 1 1 1 1
## 7143.58 7144.38 7207.76 7315.54 7379.95 7407.41 7459.69 7708.99 7790.15
## 1 1 1 1 1 1 1 1 1
## 7871.69 8036.49 8038.77 8071.26 8200.64 8253.55 8253.69 8790.92 9330.55
## 1 1 1 1 1 1 1 1 1
## 9818.35 9888.61 10058.8 10233.6 10975.6 11074.6 11323.2 11657.2 11916.7
## 1 1 1 1 1 1 1 1 1
## 14291.5 15178.2 15455.4 16408.2 16564 16569.4 16936.8 17415.4 17706.9
## 1 1 1 1 1 1 1 1 1
## 17899.7 19114.2 19140.8 19497.4
## 1 1 1 1volume
mytable <- with(btc.df, table(volume))
options(max.print=1000000)
mytable## volume
## 0 2857830 2945790 4342080 5277290 5621260
## 243 1 1 1 1 1
## 5760120 5914570 6242620 6475100 6491650 6682600
## 1 1 1 1 1 1
## 7009320 7222030 7362980 7383770 7555310 7682670
## 1 1 1 1 1 1
## 7774230 7845880 7860650 7922070 7950760 8036550
## 1 1 1 1 1 1
## 8359080 8535470 8603620 8614190 8748030 8897470
## 1 1 1 1 1 1
## 8994050 9105940 9194440 9256290 9288400 9424070
## 1 1 1 1 1 1
## 9446580 9472960 9602880 9814530 9819150 9849640
## 1 1 1 1 1 1
## 9867570 9883640 9917990 10004800 10005500 10080000
## 1 1 1 1 1 1
## 10241400 10347900 10394200 10600900 10601400 10711900
## 1 1 1 1 1 1
## 10752900 10790800 10873200 10877700 10921600 10949500
## 1 1 1 1 1 1
## 11056600 11072000 11089700 11131400 11131500 11134300
## 1 1 1 1 1 1
## 11147100 11272500 11275400 11291000 11300900 11416800
## 1 1 1 1 1 1
## 11496200 11499300 11508000 11634900 11641300 11670900
## 1 1 1 1 1 1
## 11675900 11676600 11732500 11763000 11905600 11913800
## 1 1 1 1 1 1
## 11970100 12103100 12165900 12214600 12251700 12279500
## 1 1 1 1 1 1
## 12284200 12302500 12364100 12387900 12415200 12493500
## 1 1 1 1 1 1
## 12507300 12528300 12535500 12545400 12706800 12712600
## 1 1 1 1 1 1
## 12803800 12871800 12939000 12948500 12999000 13009400
## 1 1 1 1 1 1
## 13033000 13105500 13182400 13204400 13305300 13318400
## 1 1 1 1 1 1
## 13329000 13340100 13342200 13345200 13398100 13404500
## 1 1 1 1 1 1
## 13600700 13619400 13724100 13829600 13897800 13940100
## 1 1 1 1 1 1
## 13942900 13949300 13957200 13978200 13983500 14017700
## 1 1 1 1 1 1
## 14020100 14053800 14098600 14144900 14158100 14179900
## 1 1 1 1 1 1
## 14188900 14200400 14228900 14241900 14416000 14423900
## 1 1 1 1 1 1
## 14444700 14497900 14529600 14605000 14626000 14648200
## 1 1 1 1 1 1
## 14655900 14728100 14730800 14764200 14805000 14898800
## 1 1 1 1 1 1
## 15019100 15021500 15029300 15092300 15107100 15108700
## 1 1 1 1 1 1
## 15108900 15137600 15151600 15171400 15181800 15185200
## 1 1 1 1 1 1
## 15206200 15207600 15244900 15264300 15273000 15302500
## 1 1 1 1 1 1
## 15332500 15345200 15375600 15396500 15437200 15499400
## 1 1 1 1 1 1
## 15585700 15588000 15607100 15616600 15620400 15655500
## 1 1 1 1 1 1
## 15727500 15838900 15855300 15880700 15904800 15912700
## 1 1 1 1 1 1
## 16032300 16040900 16068100 16133100 16329400 16365200
## 1 1 1 1 1 1
## 16400000 16401100 16401400 16410500 16419000 16425000
## 1 1 1 1 1 1
## 16427700 16467100 16482700 16574200 16576700 16609700
## 1 1 1 1 1 1
## 16677200 16780300 16797300 16827300 16834200 16852900
## 1 1 1 1 1 1
## 16989800 17036000 17107900 17130100 17142500 17145200
## 1 1 1 1 1 1
## 17201900 17254100 17264200 17274900 17344900 17353100
## 1 1 1 1 1 1
## 17360700 17388300 17482000 17552800 17624800 17692500
## 1 1 1 1 1 1
## 17722200 17752400 17813600 17825900 17862000 17913400
## 1 1 1 1 1 1
## 17962600 17984400 18052700 18056500 18127500 18134100
## 1 1 1 1 1 1
## 18192700 18200800 18215900 18270500 18332200 18356700
## 1 1 1 1 1 1
## 18364700 18406600 18438100 18453700 18456700 18467400
## 1 1 1 1 1 1
## 18478800 18494100 18515300 18531300 18597300 18601700
## 1 1 1 1 1 1
## 18621200 18654200 18658300 18668100 18680100 18707800
## 1 1 1 1 1 1
## 18718600 18760400 18792100 18797000 18815300 18837000
## 1 1 1 1 1 1
## 18880300 18898700 18931800 18935400 18936500 18949000
## 1 1 1 1 1 1
## 18995000 18997300 19011300 19033800 19042400 19065400
## 1 1 1 1 1 1
## 19149300 19177800 19224700 19226500 19282600 19289000
## 1 1 1 1 1 1
## 19316400 19321100 19389800 19412600 19441700 19527000
## 1 1 1 1 1 1
## 19588200 19649200 19668700 19677900 19678800 19743500
## 1 1 1 1 1 1
## 19790500 19817200 19862000 19912100 19982500 20015100
## 1 1 1 1 1 1
## 20034200 20128000 20144200 20242200 20429800 20432000
## 1 1 1 1 1 1
## 20459000 20488600 20488800 20572900 20575200 20608100
## 1 1 1 1 1 1
## 20639800 20662200 20671400 20687700 20707700 20710700
## 1 1 1 1 1 1
## 20814600 20829800 20856700 20892300 20897300 20917200
## 1 1 1 1 1 1
## 20962400 20979400 20997800 21056800 21115100 21192200
## 1 1 1 1 1 1
## 21215500 21223400 21447800 21448700 21460800 21469200
## 1 1 1 1 1 1
## 21474100 21497200 21516100 21551900 21604200 21617900
## 1 1 1 1 1 1
## 21635800 21643500 21699400 21777700 21905400 21908700
## 1 1 1 1 1 1
## 22067900 22237200 22315100 22363600 22395100 22434300
## 1 1 1 1 1 1
## 22461900 22467900 22489400 22493500 22516400 22562000
## 1 1 1 1 1 1
## 22612300 22648500 22672000 22691300 22706900 22711400
## 1 1 1 1 1 1
## 22787800 22811900 22832500 22877200 22925500 22930700
## 1 1 1 1 1 1
## 22946500 22999200 23009600 23146600 23173800 23205900
## 1 1 1 1 1 1
## 23235100 23245700 23335900 23337900 23348200 23378400
## 1 1 1 1 1 1
## 23439400 23469700 23580900 23613300 23629100 23635700
## 1 1 1 1 1 1
## 23789600 23823100 23847900 23876600 23876700 23929100
## 1 1 1 1 1 1
## 23965300 24011500 24051100 24127600 24205600 24300900
## 1 1 1 1 1 1
## 24303900 24365700 24413700 24435300 24621700 24672600
## 1 1 1 1 1 1
## 24713000 24782500 24805400 24866800 24978000 25009300
## 1 1 1 1 1 1
## 25097800 25163800 25171900 25187100 25200800 25213700
## 1 1 1 1 1 1
## 25223500 25233200 25258800 25267100 25367600 25433900
## 1 1 1 1 1 1
## 25442200 25453600 25473700 25540800 25598300 25637300
## 1 1 1 1 1 1
## 25730000 25768200 25777500 25942400 26081400 26090500
## 1 1 1 1 1 1
## 26229400 26272600 26456900 26580100 26594300 26605200
## 1 1 1 1 1 1
## 26709200 26814400 26815400 26879200 26990000 27003000
## 1 1 1 1 1 1
## 27029800 27091200 27180100 27363100 27445500 27462600
## 1 1 1 1 1 1
## 27478900 27486600 27535100 27591400 27652700 27685500
## 1 1 1 1 1 1
## 27791300 28076100 28107200 28153700 28198500 28200500
## 1 1 1 1 1 1
## 28254000 28353100 28514000 28677500 28727200 28857600
## 1 1 1 1 1 1
## 28882000 28918900 28943700 29064400 29128500 29362600
## 1 1 1 1 1 1
## 29442500 29587200 29589200 29621300 29717000 29850100
## 1 1 1 1 1 1
## 29918200 29924600 29959800 30085100 30086400 30096600
## 1 1 1 1 1 1
## 30177900 30238000 30284400 30450100 30592000 30612100
## 1 1 1 1 1 1
## 30627700 30864900 30889800 30901200 30930100 30980200
## 1 1 1 1 1 1
## 31181800 31254000 31336600 31421500 31434400 31719000
## 1 1 1 1 1 1
## 31808000 31876800 31948400 31985400 32108800 32213400
## 1 1 1 1 1 1
## 32222500 32224300 32275000 32278000 32431300 32497700
## 1 1 1 1 1 1
## 32505800 32585200 32915500 33054400 33086500 33544600
## 1 1 1 1 1 1
## 33582700 33818600 33963900 33977800 34025500 34042500
## 1 1 1 1 1 1
## 34150800 34483200 34522600 34707300 34742900 34912000
## 1 1 1 1 1 1
## 34934700 35221400 35359500 35685800 35700700 35784100
## 1 1 1 1 1 1
## 35803900 35866900 35901500 35995900 36278900 36563900
## 1 1 1 1 1 1
## 36816600 36863600 36980200 37001100 37076300 37140300
## 1 1 1 1 1 1
## 37199400 37209000 37567900 37731500 37808600 37810100
## 1 1 1 1 1 1
## 37894300 37919700 38005000 38032000 38053700 38299400
## 1 1 1 1 1 1
## 38364500 38414100 38421000 38422400 38446300 38456100
## 1 1 1 1 1 1
## 38477500 38481200 38489500 38491500 38574000 38588100
## 1 1 1 1 1 1
## 38612000 38742600 39031700 39035400 39078500 39173000
## 1 1 1 1 1 1
## 39243400 39249800 39311400 39392800 39623500 39633800
## 1 1 1 1 1 1
## 39657600 40061700 40073700 40298100 40301200 40315000
## 1 1 1 1 1 1
## 40327500 40378700 40409300 40450000 40465700 40653700
## 1 1 1 1 1 1
## 40660100 40765500 40783700 41109900 41302400 41383000
## 1 1 1 1 1 1
## 41518800 41612000 41666900 41893600 42147200 42345900
## 1 1 1 1 1 1
## 42484800 42744400 42762300 42958300 43199600 43563000
## 1 1 1 1 1 1
## 43665700 43783800 43825000 43858400 43945500 43962800
## 1 1 1 1 1 1
## 44013900 44156100 44213100 44352200 44399000 44533800
## 1 1 1 1 1 1
## 44632300 44650400 44754200 44875500 45011100 45016800
## 1 1 1 1 1 1
## 45099500 45259100 45281000 45301400 45319600 45450200
## 1 1 1 1 1 1
## 45580900 45681200 45717100 45783200 45933400 45947900
## 1 1 1 1 1 1
## 45996600 46331800 46422400 46527600 46798300 46819800
## 1 1 1 1 1 1
## 46856500 46862700 46889400 46905000 47010300 47161400
## 1 1 1 1 1 1
## 47236500 47308100 47424400 47671100 47877700 47892700
## 1 1 1 1 1 1
## 47978400 47980100 48598100 48679400 48722600 48856800
## 1 1 1 1 1 1
## 49154800 49199900 49233600 49249300 49258500 49422400
## 1 1 1 1 1 1
## 49444200 49482600 49561000 49638600 49647600 49732500
## 1 1 1 1 1 1
## 49792700 49801600 50108700 50330200 50407300 50440800
## 1 1 1 1 1 1
## 50461300 50485400 50582500 50605200 50631600 50634300
## 1 1 1 1 1 1
## 50714900 50730200 50747500 50783800 50808100 50818800
## 1 1 1 1 1 1
## 50840400 51001600 51067000 51235700 51596500 51656700
## 1 1 1 1 1 1
## 51817600 52003000 52125900 52138900 52560000 52601800
## 1 1 1 1 1 1
## 52732000 52810500 53033400 53152900 53591200 53752300
## 1 1 1 1 1 1
## 53843100 54160500 54403900 54443000 54474600 54736300
## 1 1 1 1 1 1
## 54796400 54801500 54824800 54962700 55050600 55179100
## 1 1 1 1 1 1
## 55318500 55344600 55493100 55629100 55658600 55670900
## 1 1 1 1 1 1
## 55711300 55868300 55951000 56122400 56247400 56328200
## 1 1 1 1 1 1
## 56357000 56405000 56480100 56552400 56625100 56812100
## 1 1 1 1 1 1
## 56957300 56993000 57008000 57157200 57262300 57313400
## 1 1 1 1 1 1
## 57801400 57858600 57893900 58063600 58144600 58147000
## 1 1 1 1 1 1
## 58405200 58423000 58533000 58804400 58828300 58945000
## 1 1 1 1 1 1
## 58956100 59062400 59091000 59153800 59171500 59178200
## 1 1 1 1 1 1
## 59220700 59247900 59366400 59464600 59698300 59849300
## 1 1 1 1 1 1
## 59896600 59902200 59998600 60215200 60220100 60378200
## 1 1 1 1 1 1
## 60452200 60491800 60524400 60557900 60694700 60703500
## 1 1 1 1 1 1
## 60718000 60802400 60845000 60851100 60851700 60869200
## 1 1 1 1 1 1
## 61089200 61194100 61203300 61444200 61486000 61620700
## 1 1 1 1 1 1
## 61655400 61888600 61911700 62053900 62218200 62225400
## 1 1 1 1 1 1
## 62562800 62993000 63119700 63454700 63455800 64071400
## 1 1 1 1 1 1
## 64100300 64495900 64550200 64622500 64642700 64963400
## 1 1 1 1 1 1
## 65047100 65185800 65203800 65231000 65546700 65783100
## 1 1 1 1 1 1
## 66034100 66127900 66282200 66781700 66813300 66991900
## 1 1 1 1 1 1
## 67042800 67085300 67481100 67530000 67743700 67770800
## 1 1 1 1 1 1
## 67807600 68077500 68198400 68204700 68224400 68338000
## 1 1 1 1 1 1
## 68346700 68511100 68522800 68705300 68807800 68874100
## 1 1 1 1 1 1
## 68979600 69060400 69218000 69285500 69322600 69381700
## 1 1 1 1 1 1
## 69465000 69532200 69547300 70012300 70311700 70342400
## 1 1 1 1 1 1
## 70728800 70798000 71013600 71229400 71301000 71701600
## 1 1 1 1 1 1
## 72038500 72138900 72710900 72745200 72796800 72812300
## 1 1 1 1 1 1
## 72843900 72844000 72890100 72898500 73093100 73478600
## 1 1 1 1 1 1
## 73588600 73610800 73969700 74064700 74070500 74175600
## 1 1 1 1 1 1
## 74322800 74375600 74407900 74469800 74514400 74886400
## 1 1 1 1 1 1
## 74895800 74955300 75032400 75409400 75411500 75840900
## 1 1 1 1 1 1
## 75979000 76543800 76571000 76752600 76923400 77423300
## 1 1 1 1 1 1
## 77639700 77762000 78176500 78227300 78305000 78477800
## 1 1 1 1 1 1
## 78529100 78556500 78971900 78989800 79011800 79660800
## 1 1 1 1 1 1
## 79910800 80111900 80265800 80318100 80461900 80797300
## 1 1 1 1 1 1
## 81022900 81145500 81311700 81580100 81645600 81673100
## 1 1 1 1 1 1
## 81773500 81987900 82357000 82398400 82446800 82755200
## 1 1 1 1 1 1
## 82776200 83121100 83193600 83308100 83528600 83608200
## 1 1 1 1 1 1
## 83641100 84070800 84865200 85130900 85244900 85349200
## 1 1 1 1 1 1
## 85385200 85565700 85762400 85919300 86061800 86125300
## 1 1 1 1 1 1
## 86301600 86428400 86713000 86728400 86850100 86920600
## 1 1 1 1 1 1
## 87091800 87363100 87562200 87958700 88877100 89759400
## 1 1 1 1 1 1
## 89820700 90378800 90856100 90917200 91212500 91546600
## 1 1 1 1 1 1
## 92008400 92127000 92228100 92370200 92712900 93063300
## 1 1 1 1 1 1
## 93564900 93992100 94636400 94925300 95259400 95797900
## 1 1 1 1 1 1
## 96027400 96056900 96105300 96426100 97064400 97638700
## 1 1 1 1 1 1
## 97942900 98511400 99073500 99135100 99223800 99629300
## 1 1 1 1 1 1
## 99907700 100390000 100484000 100607000 100665000 101918000
## 1 1 1 1 1 1
## 102261000 102506000 102532000 102905000 103590000 104940000
## 1 1 1 1 1 1
## 105625000 106105000 106363000 106794000 107070000 107770000
## 1 1 1 1 1 1
## 107910000 107944000 108579000 109225000 109478000 110398000
## 1 1 1 1 1 1
## 110608000 110818000 110944000 111158000 111349000 111762000
## 1 1 1 1 1 1
## 112354000 112758000 113643000 114208000 115607000 115808000
## 1 1 1 1 1 1
## 116166000 116218000 116486000 116573000 118184000 120352000
## 1 1 1 1 1 1
## 120831000 121720000 121887000 122020000 122134000 122277000
## 1 1 1 1 1 1
## 122687000 123771000 125292000 125594000 126314000 126656000
## 1 1 1 1 1 1
## 127605000 129512000 129906000 130476000 130496000 130527000
## 1 1 1 1 1 1
## 131449000 131570000 131958000 131969000 132429000 134127000
## 1 1 1 1 1 1
## 134169000 134431000 134761000 134961000 135385000 136100000
## 1 1 1 1 1 1
## 136130000 136185000 136474000 137727000 137946000 138173000
## 1 1 1 1 1 1
## 138385000 138450000 138980000 139961000 141294000 141877000
## 1 1 1 1 1 1
## 141970000 142456000 143665000 145821000 146007000 147461000
## 1 1 1 1 1 1
## 147775000 148737000 150110000 151825000 153351000 153657000
## 1 1 1 1 1 1
## 154116000 155064000 155095000 155576000 158715000 159014000
## 1 1 1 1 1 1
## 164582000 164781000 167308000 168968000 172808000 173888000
## 1 1 1 1 1 1
## 174511000 180536000 181199000 183231000 183270000 184956000
## 1 1 1 1 1 1
## 185168000 186694000 186869000 187474000 189454000 190452000
## 1 1 1 1 1 1
## 199320000 200027000 201278000 201855000 203559000 206162000
## 1 1 1 1 1 1
## 207982000 209312000 212283000 215883000 216182000 222185000
## 1 1 1 1 1 1
## 222326000 224317000 225135000 225677000 227176000 229057000
## 1 1 1 1 1 1
## 235806000 236630000 242343000 242556000 243295000 245306000
## 1 1 1 1 1 1
## 248540000 249320000 252718000 253206000 253462000 254827000
## 1 1 1 1 1 1
## 258091000 258951000 263900000 266393000 270524000 271634000
## 1 1 1 1 1 1
## 272167000 275564000 277085000 279550000 283320000 286530000
## 1 1 1 1 1 1
## 288061000 288702000 289634000 291256000 297805000 298458000
## 1 1 1 1 1 1
## 303668000 309944000 310929000 315108000 315739000 317022000
## 1 1 1 1 1 1
## 326332000 329631000 330759000 330933000 332603000 337391000
## 1 1 1 1 1 1
## 344946000 351876000 351969000 352969000 363321000 368275000
## 1 1 1 1 1 1
## 372535000 380277000 380841000 406648000 407220000 413115000
## 1 1 1 1 1 1
## 414784000 422706000 435803000 436310000 437196000 447287000
## 1 1 1 1 1 1
## 449197000 477338000 491038000 510199000 511222000 514187000
## 1 1 1 1 1 1
## 527489000 527856000 563796000 579635000 580444000 582530000
## 1 1 1 1 1 1
## 583796000 621302000 638568000 705943000 706599000 713624000
## 1 1 1 1 1 1
## 731529000 733330000 740984000 761957000 768015000 779914000
## 1 1 1 1 1 1
## 789104000 799490000 803746000 803747000 804797000 835770000
## 1 1 1 1 1 1
## 860273000 860575000 866474000 882503000 894321000 906928000
## 1 1 1 1 1 1
## 915723000 917412000 928114000 933549000 937404000 941566000
## 1 1 1 1 1 1
## 946036000 949979000 959045000 961319000 961336000 964112000
## 1 1 1 1 1 1
## 982750000 985516000 993608000 994625000 1002120000 1043740000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 1105030000 1111200000 1116770000 1117410000 1147140000 1147860000
## 1 1 1 1 1 1
## 1157290000 1161100000 1161770000 1167920000 1177130000 1178660000
## 1 1 1 1 1 1
## 1182870000 1183870000 1194830000 1195190000 1201760000 1207450000
## 1 1 1 1 1 1
## 1208210000 1213830000 1222280000 1239150000 1245100000 1281170000
## 1 1 1 1 1 1
## 1288020000 1313870000 1317030000 1324670000 1329760000 1340320000
## 1 1 1 1 1 1
## 1348950000 1355120000 1367050000 1369310000 1374210000 1378750000
## 1 1 1 1 1 1
## 1380100000 1386230000 1403920000 1411480000 1431730000 1443970000
## 1 1 1 1 1 1
## 1446840000 1460090000 1468960000 1482280000 1489450000 1489790000
## 1 1 1 1 1 1
## 1511610000 1512450000 1514950000 1515110000 1517710000 1534510000
## 1 1 1 1 1 1
## 1537460000 1544830000 1557330000 1563980000 1597140000 1626580000
## 1 1 1 1 1 1
## 1653180000 1663280000 1669030000 1679090000 1686880000 1696560000
## 1 1 1 1 1 1
## 1700480000 1710130000 1712320000 1725380000 1727970000 1752400000
## 1 1 1 1 1 1
## 1752760000 1763480000 1772150000 1780540000 1781200000 1818400000
## 1 1 1 1 1 1
## 1821570000 1844620000 1854190000 1864530000 1905040000 1933190000
## 1 1 1 1 1 1
## 1937850000 1942220000 1943210000 1944930000 1945700000 1959330000
## 1 1 1 1 1 1
## 1966990000 1968740000 1976040000 2008070000 2018890000 2021190000
## 1 1 1 1 1 1
## 2026260000 2034630000 2037750000 2089610000 2109770000 2172100000
## 1 1 1 1 1 1
## 2207100000 2219410000 2219590000 2249260000 2272040000 2311380000
## 1 1 1 1 1 1
## 2326340000 2354430000 2369820000 2380410000 2399270000 2401840000
## 1 1 1 1 1 1
## 2406700000 2463090000 2483800000 2486080000 2553360000 2569530000
## 1 1 1 1 1 1
## 2599080000 2697970000 2700890000 2716310000 2722140000 2735700000
## 1 1 1 1 1 1
## 2791610000 2800890000 2859040000 2870320000 2941710000 2975820000
## 1 1 1 1 1 1
## 2987330000 3111900000 3149320000 3159090000 3197110000 3226250000
## 1 1 1 1 1 1
## 3258050000 3369860000 3488450000 3615480000 3633530000 3667190000
## 1 1 1 1 1 1
## 3764240000 4148070000 4200880000 4225180000 4277610000 4342060000
## 1 1 1 1 1 1
## 4602200000 4651670000 4653770000 4908680000 5058610000 5123810000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 6348820000 6608310000 6783120000 6895260000 8310690000 8957350000
## 1 1 1 1 1 1
## 11568800000 12153900000 12656300000 12740600000 12976900000 13314600000
## 1 1 1 1 1 1
## 13433300000 13777400000 13911300000 1.431e+10 14603800000 14839500000
## 1 1 1 1 1 1
## 17950700000 2.1136e+10
## 1 1market
mytable <- with(btc.df, table(market))
options(max.print=1000000)
mytable## market
## 779255000 782352000 865585000 870912000 874138000 896693000
## 1 1 1 1 1 1
## 909526000 1000070000 1003090000 1014640000 1027160000 1027640000
## 1 1 1 1 1 1
## 1029670000 1048820000 1052140000 1.053e+09 1068520000 1072140000
## 1 1 1 1 1 1
## 1074010000 1078260000 1082750000 1082800000 1089890000 1094490000
## 1 1 1 1 1 1
## 1100900000 1104760000 1107130000 1111160000 1125660000 1126260000
## 1 1 1 1 1 1
## 1127120000 1128720000 1128950000 1129260000 1131340000 1131570000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 1215130000 1219450000 1220190000 1222030000 1224210000 1224980000
## 1 1 1 1 1 1
## 1227030000 1228440000 1.229e+09 1229100000 1235340000 1239210000
## 1 1 1 2 1 1
## 1239630000 1242760000 1248470000 1249630000 1254760000 1255970000
## 1 1 1 1 1 1
## 1.259e+09 1259980000 1260350000 1265450000 1271470000 1274620000
## 1 1 1 1 1 1
## 1279980000 1288630000 1289470000 1292190000 1300660000 1304320000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 3134170000 3138700000 3141730000 3143460000 3144920000 3147650000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 3190790000 3191080000 3200970000 3203980000 3206940000 3211490000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 3228540000 3231750000 3245660000 3250240000 3257050000 3257850000
## 1 1 1 1 1 1
## 3258210000 3263390000 3264420000 3268370000 3272880000 3274370000
## 1 1 1 1 1 1
## 3274860000 3274980000 3275110000 3276290000 3279270000 3280180000
## 1 1 1 1 1 1
## 3282410000 3287220000 3288140000 3293570000 3294030000 3296060000
## 1 1 1 1 1 1
## 3303650000 3311080000 3313620000 3314280000 3314640000 3314780000
## 1 1 1 1 2 1
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## 1 1 1 1 1 1
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## 1 1 1 2 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 3399510000 3403300000 3406390000 3409830000 3413630000 3415440000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 3502460000 3502520000 3503880000 3505090000 3520560000 3531230000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 2 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 4655480000 4657240000 4657890000 4665040000 4681040000 4705370000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 5216560000 5238500000 5239790000 5241030000 5242370000 5244350000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 5580030000 5583670000 5588990000 5590030000 5591520000 5596090000
## 1 1 1 1 1 1
## 5609930000 5613380000 5615980000 5624310000 5624580000 5630890000
## 1 1 1 1 1 1
## 5631520000 5632260000 5634440000 5634510000 5647540000 5.648e+09
## 1 1 1 1 1 1
## 5651690000 5670880000 5671210000 5679530000 5679680000 5690670000
## 1 1 1 1 1 1
## 5692390000 5703760000 5708560000 5713880000 5714640000 5714760000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 5798220000 5805530000 5806110000 5813290000 5816390000 5816910000
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 2
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## 1 1 1 1 1 1
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## 1 1 2 1 1 2
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## 1 1 1 1 1 2
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## 2 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 3.26e+11
## 1Boxplots of all the variables
boxplot(btc.df$open, main="Boxplot of The amount in US Dollars that the day started at ")
boxplot(btc.df$high, main="Boxplot of The highest amount in US Dollars of that day")
boxplot(btc.df$low, main="Boxplot of The lowest amount in US Dollars of that day ")
boxplot(btc.df$close, main="Boxplot of The amount in US Dollars that the day closed at ")
boxplot(btc.df$volume, main="The value in US dollars of how many Bitcoins were exchanged that day")
boxplot(btc.df$market, main="The total amount of market capital (combined worth) in US dollars")
Distribution of the different variables
library(lattice)
histogram(~market, data = btc.df,
main = "Distribution of the total market worth of Bitcoin", xlab="Bitcoin Market worth", col='grey' )
histogram(~open, data = btc.df,
main = "Distribution of the opening price of Bitcoin on a day", xlab="Bitcoin Opening price", col='blue' )
histogram(~high, data = btc.df,
main = "Distribution of the highest price of Bitcoin on a day", xlab="Bitcoin peak high price", col='red' )
histogram(~low, data = btc.df,
main = "Distribution of the lowest price of Bitcoin on a day", xlab="Bitcoin peak low price", col='green' )
histogram(~close, data = btc.df,
main = "Distribution of the closing price of Bitcoin on a day", xlab="Bitcoin Closing price", col='orange' )
These graphs can be explained due to the fact that there was only a sudden increase in demand and value of Bitcoin. Also, Bitcoin when it was released, had a very low value as compared to today’s value. As this increase in value of Bitcoin was sudden, the distribution of the prices is lopsided towards low values.
Distrubution of the various variables with the Total markret value of Bitcoin
boxplot(open ~ market ,data=btc.df, main="Distribution of the opening price of Bitcoin on a day", xlab="Total Market value", ylab="Opening price")
boxplot(high ~ market ,data=btc.df, main="Distribution of the highest price of Bitcoin on a day", xlab="Total Market value", ylab="Opening price")
boxplot(low ~ market ,data=btc.df, main="Distribution of the lowest price of Bitcoin on a day", xlab="Total Market value", ylab="Opening price")
boxplot(close ~ market ,data=btc.df, main="Distribution of the closing price of Bitcoin on a day", xlab="Total Market value", ylab="Opening price")
####We can see an exponential growth in the value of bitcoin over its total Market Value
Scatterplots of the various variables with Total Market value
library(car)##
## Attaching package: 'car'## The following object is masked from 'package:psych':
##
## logitscatterplot(open ~ market , data=btc.df,
xlab="Total Market value", ylab="Opening price",
main="Comparison of Total Market value with Opening price",
labels=row.names(btc.df))
scatterplot(close ~ market , data=btc.df,
xlab="Total Market value", ylab="Closing price",
main="Comparison of Total Market value with Closing price",
labels=row.names(btc.df))
scatterplot(high ~ market , data=btc.df,
xlab="Total Market value", ylab="Highest price",
main="Comparison of Total Market value with Highest price",
labels=row.names(btc.df))
scatterplot(low ~ market , data=btc.df,
xlab="Total Market value", ylab="Lowest price",
main="Comparison of Total Market value with Lowest price",
labels=row.names(btc.df))
library(corrplot)## corrplot 0.84 loadedcolnames(btc.df)## [1] "symbol" "date" "open" "high" "low" "close" "volume"
## [8] "market" "name" "ranknow"Variance-Covariance Matrix
columns = c("open","high","low","close","volume","market")
bitcoin <- btc.df[, columns]
res <- cor(bitcoin)
round(res, 2)## open high low close volume market
## open 1.00 1.00 1.00 1.00 0.94 1.00
## high 1.00 1.00 1.00 1.00 0.94 1.00
## low 1.00 1.00 1.00 1.00 0.92 1.00
## close 1.00 1.00 1.00 1.00 0.94 1.00
## volume 0.94 0.94 0.92 0.94 1.00 0.94
## market 1.00 1.00 1.00 1.00 0.94 1.00library(corrplot)
Btc <- cor(btc.df[, columns])
corrplot(Btc, method="circle")
We can infer from this that the initial volume of bitcoin was zero as no one traded it. This is because cryptocurrency was a relatively new concept in the market then and nobody wanted to take risks.
Scatterplot Matrices
scatterplotMatrix(~market + high + low, data=btc.df,
main="Market price(Total), highest and lowest prices of Bitcoin on a day")
scatterplotMatrix(~market + open + close, data=btc.df,
main="Market price(Total), Opening and closing prices of Bitcoin on a day")
scatterplotMatrix(~market + open + close + high + low, data=btc.df,
main="Market price(Total), High, Low, Opening and closing prices of Bitcoin on a day")
Time Series Plots
Plots of the Various variables with time
btc.df <- read.csv("Bitcoin Trends.csv", stringsAsFactors = FALSE)
btc.df$date <- as.Date(btc.df$date, '%d-%m-%Y')
class(btc.df$date)## [1] "Date"View(btc.df)
#Now the format of date becomes yyyy-mm-dd from dd-mm-yyyy
head(btc.df$date)## [1] "2013-04-28" "2013-04-29" "2013-04-30" "2013-05-01" "2013-05-02"
## [6] "2013-05-03"require(ggplot2)## Loading required package: ggplot2##
## Attaching package: 'ggplot2'## The following objects are masked from 'package:psych':
##
## %+%, alphaggplot(data=btc.df, aes(date, open), main="Plot of Date vs Opening Price") + geom_line() 
ggplot(data=btc.df, aes(date, close), main="Plot of Date vs Closing Price") + geom_line()
ggplot(data=btc.df, aes(date, high), main="Plot of Date vs Highest Price") + geom_line()
ggplot(data=btc.df, aes(date, low), main="Plot of Date vs Lowest Price") + geom_line()
ggplot(data=btc.df, aes(date, market), main="Plot of Date vs Total Market Value") + geom_line()
ggplot(data=btc.df, aes(date, volume), main="Plot of Date vs Volume") + geom_line()
Inights from the time series plots
Time vs Opening Price - The opening price saw a steady increase till 2014 followed by a sudden drop between 2014 and 2015. The opening price between 2015 and 2016 was almost the same with a few ups and downs but it generally was in the increse. The opening price saw a steady increase from 2016 to 2017. The actual period when Bitcoins became popular was during the 2017. There was on overall exponential increase in the opening price value with a few downs in the first six months of 2017. The last 6 months of 2017 saw the value of the Opening price skyrocket to the value of almost 18,000 USD.
Time vs Closing Price, Time vs Highest Price, Time vs Lowest Price and Time vs Total Market Value faced a trend similar to that of the Time vs Opening Price.
Time vs Volume - Before 2014, the volume was almost NULL. After 2014, till the end of 2016, the volume has a very slow and gradual increasing trend. In the year 2017, the volume suffered numerous ups and downs and towards the end of the year 2017, the volume of Bitcoin skyrocketed with no downs.
Correlation plot of the numerical variables viz. open, close, market, high, low and volume
library(corrplot)
corrplot(corr=cor(btc.df[ , c(3:8)], use="complete.obs"),
method ="ellipse")
Corrgram of all the variables
library(corrgram)
corrgram(btc.df[,3:8], order=TRUE,
main="Corrgram of all the Variables",
lower.panel=panel.shade, upper.panel=panel.pie,
diag.panel=panel.minmax, text.panel=panel.txt) 
We can see from the various plots and graphs that “open”, “close”, “high” and “low” are very closely related to “market”.
T - tests
Null hypothesis - There is no difference between the Market worth and opening price
t.test(btc.df$open, btc.df$market)##
## Welch Two Sample t-test
##
## data: btc.df$open and btc.df$market
## t = -20.516, df = 1695, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -18474684037 -15250497117
## sample estimates:
## mean of x mean of y
## 1.068412e+03 1.686259e+10The p value is less than 2.2e-16 which is defenitely lesser than 0.05. We reject the null hypothesis.
Null hypothesis - There is no difference between the Market worth and closing price
t.test(btc.df$close, btc.df$market)##
## Welch Two Sample t-test
##
## data: btc.df$close and btc.df$market
## t = -20.516, df = 1695, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -18474684026 -15250497106
## sample estimates:
## mean of x mean of y
## 1.079607e+03 1.686259e+10The p value is less than 2.2e-16 which is defenitely lesser than 0.05. We reject the null hypothesis.
Null hypothesis - There is no difference between the Market worth and highest price
t.test(btc.df$high, btc.df$market)##
## Welch Two Sample t-test
##
## data: btc.df$high and btc.df$market
## t = -20.516, df = 1695, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -18474683997 -15250497078
## sample estimates:
## mean of x mean of y
## 1.108179e+03 1.686259e+10The p value is less than 2.2e-16 which is defenitely lesser than 0.05. We reject the null hypothesis.
Null hypothesis - There is no difference between the Market worth and highest price
t.test(btc.df$low, btc.df$market)##
## Welch Two Sample t-test
##
## data: btc.df$low and btc.df$market
## t = -20.516, df = 1695, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -18474684069 -15250497149
## sample estimates:
## mean of x mean of y
## 1.036506e+03 1.686259e+10The p value is less than 2.2e-16 which is defenitely lesser than 0.05. We reject the null hypothesis.
Null hypothesis - There is no difference between the Market worth and the volume(The value in US dollars of how many Bitcoins were exchanged that day in the market)
t.test(btc.df$volume, btc.df$market)##
## Welch Two Sample t-test
##
## data: btc.df$volume and btc.df$market
## t = -19.97, df = 1702, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -18044799854 -14817299835
## sample estimates:
## mean of x mean of y
## 431541801 16862591646The p value is less than 2.2e-16 which is defenitely lesser than 0.05. We reject the null hypothesis.
Regression Analysis
Thus in a regression analysis, The dependent variable forms “y” whereas the independent ones form “x”. market would be the dependent variable - “y”. open, close, high, low, volume would be the independent variables - x1, x2 and so on.
regr <- lm(market ~ open+high+low+close+volume, data = btc.df)
summary(regr)##
## Call:
## lm(formula = market ~ open + high + low + close + volume, data = btc.df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.016e+09 -1.149e+08 3.459e+08 4.519e+08 1.841e+09
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -9.342e+08 2.593e+07 -36.032 < 2e-16 ***
## open 1.691e+07 2.662e+05 63.538 < 2e-16 ***
## high -3.384e+06 4.574e+05 -7.398 2.17e-13 ***
## low 1.945e+06 2.905e+05 6.696 2.91e-11 ***
## close 1.084e+06 3.716e+05 2.917 0.00358 **
## volume 6.751e-01 5.733e-02 11.775 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 798300000 on 1690 degrees of freedom
## Multiple R-squared: 0.9994, Adjusted R-squared: 0.9994
## F-statistic: 6.092e+05 on 5 and 1690 DF, p-value: < 2.2e-16regr$coefficients## (Intercept) open high low close
## -9.341768e+08 1.691163e+07 -3.383792e+06 1.945171e+06 1.084219e+06
## volume
## 6.750694e-01