From: Relationships among return and liquidity of cryptocurrencies
 | Mean | Median | Min | Max | SD | Skewness | Kurtosis | JB test |
---|---|---|---|---|---|---|---|---|
(a) The log return | ||||||||
BTC | 0.000637 | 0.001259 | − 0.464730 | 0.171821 | 0.039969 | − 1.645013 | 22.786427 | 16,763.623431 |
ETH | 0.001732 | 0.003318 | − 0.550732 | 0.230695 | 0.052864 | − 1.391422 | 17.247584 | 8780.744581 |
XRP | 0.000534 | 0.001493 | − 0.550504 | 0.444758 | 0.064547 | − 0.158011 | 16.861647 | 8010.213652 |
BNB | 0.002671 | 0.001669 | − 0.543084 | 0.529218 | 0.057645 | − 0.277035 | 22.385579 | 15,671.153220 |
LTC | 0.000245 | 0.001895 | − 0.449062 | 0.248434 | 0.054952 | − 1.229674 | 12.929899 | 4360.470073 |
DOGE | 0.003753 | − 0.000359 | − 0.515112 | 1.516382 | 0.091526 | 5.321991 | 85.325980 | 287,119.222238 |
 | Mean | Median | Min | Max | SD | Skewness | Kurtosis | JB test |
---|---|---|---|---|---|---|---|---|
×10−14 | ×10−14 | ×10−14 | ×10−14 | ×10−14 | ||||
(b) The Amihud ratio | ||||||||
BTC | 7.0477 | 3.4448 | 0.0104 | 409.5265 | 16.8718 | 15.2011 | 334.6116 | 4,620,439.6960 |
ETH | 47.3920 | 15.0680 | 0.8997 | 3421.3469 | 145.0457 | 14.7263 | 307.5153 | 3,899,877.2974 |
XRP | 194.0525 | 109.7708 | 0.2210 | 5382.6278 | 322.1349 | 7.3743 | 90.9527 | 331,382.8811 |
BNB | 415.1032 | 76.7865 | 0.0528 | 28,067.5024 | 1216.0208 | 13.5735 | 278.8789 | 3,201,921.4240 |
LTC | 653.8813 | 387.6598 | 0.2240 | 18,186.5536 | 950.3002 | 8.0781 | 125.7045 | 638,225.6223 |
DOGE | 2920.2905 | 317.8923 | 0.7279 | 155,645.8491 | 8893.1952 | 8.5539 | 111.6264 | 503,849.0474 |
 | Mean | Median | Min | Max | SD | Skewness | Kurtosis | JB test |
---|---|---|---|---|---|---|---|---|
(c) The AR estimator | ||||||||
BTC | 0.039367 | 0.026833 | 0.000132 | 0.632451 | 0.041421 | 4.326497 | 47.587180 | 85,953.787349 |
ETH | 0.052990 | 0.037975 | 0.000607 | 0.767455 | 0.052553 | 3.891073 | 39.590937 | 58,310.769351 |
XRP | 0.055270 | 0.035045 | 0.000085 | 0.677113 | 0.069309 | 3.843089 | 24.082264 | 20,980.800416 |
BNB | 0.051938 | 0.034234 | 0.000206 | 0.783236 | 0.061424 | 4.925506 | 45.417644 | 79,012.456082 |
LTC | 0.05399 | 0.036392 | 0.000368 | 0.628165 | 0.053793 | 3.081637 | 21.741254 | 16,217.523303 |
DOGE | 0.061771 | 0.033178 | 0.000251 | 2.128672 | 0.107747 | 9.136417 | 147.063547 | 878,675.086570 |
(d) The CS estimator | ||||||||
BTC | 0.021672 | 0.015686 | 0.000055 | 0.152749 | 0.020790 | 2.113003 | 9.105954 | 2297.575119 |
ETH | 0.029825 | 0.022333 | 0.000072 | 0.269521 | 0.026741 | 2.318779 | 13.577177 | 5557.650956 |
XRP | 0.032057 | 0.021080 | 0.000010 | 0.315072 | 0.035755 | 3.126842 | 17.179436 | 10,006.873453 |
BNB | 0.030626 | 0.021413 | 0.000097 | 0.346494 | 0.034948 | 4.310991 | 31.257624 | 36,367.994240 |
LTC | 0.030836 | 0.023615 | 0.000018 | 0.207891 | 0.028535 | 2.325228 | 10.664263 | 3348.652811 |
DOGE | 0.037843 | 0.021958 | 0.0 | 1.225102 | 0.062157 | 9.445584 | 151.245104 | 930,561.967656 |