Table 1.
Descriptive statistics.
| Mean | Std. Dev. | Skewness | Kurtosis | Jarque-Bera | ADF Statistics | ||
|---|---|---|---|---|---|---|---|
| Brent Crude Oil | Return | 0.0003 | 0.0235 | −0.0135 | 7.6355 | 4747.123*** | −41.326*** |
| Sentiment | −0.1067 | 0.0788 | 1.4890 | 9.4743 | 11221.130*** | −9.5290*** | |
| Gold | Return | 0.0003 | 0.0107 | −0.2826 | 9.3878 | 9084.795*** | −41.714*** |
| Sentiment | −0.0341 | 0.0830 | 0.0635 | 3.7564 | 129.983*** | −22.522*** | |
| Heating Oil | Return | 0.0003 | 0.0230 | 0.1333 | 7.1669 | 3852.164*** | −17.808*** |
| Sentiment | −0.1358 | 0.2331 | 0.1114 | 4.4438 | 466.248*** | −34.698*** | |
| Natural Gas | Return | 2.20e-5 | 0.0175 | 0.5389 | 9.5259 | 19960.310*** | −46.730*** |
| Sentiment | −0.0743 | 0.0769 | −0.1147 | 0.4784 | 61.2000*** | −15.607*** | |
| Nickel | Return | 0.0006 | 0.0095 | −0.1605 | 3.7341 | 3103.600*** | −43.401*** |
| Sentiment | −0.0633 | 0.1611 | 0.2035 | 2.2735 | 1178.700*** | −28.092*** | |
| North Sea Oil | Return | 0.0001 | 0.0097 | 0.0008 | 3.639 | 2878.000*** | −41.171*** |
| Sentiment | −0.1527 | 0.2487 | 0.2909 | 0.5458 | 138.370*** | −24.034*** | |
| Palladium | Return | 0.0003 | 0.0213 | −0.2210 | 9.1898 | 8507.179*** | −42.866*** |
| Sentiment | −0.0729 | 0.3026 | 0.0536 | 3.5401 | 66.994*** | −31.122*** | |
| Platinum | Return | 0.0002 | 0.0144 | −0.6917 | 11.9849 | 18257.180*** | −42.645*** |
| Sentiment | −0.0155 | 0.2148 | −0.0478 | 3.9256 | 190.399*** | −32.971*** | |
| Silver | Return | 0.0002 | 0.0183 | −0.5252 | 8.7593 | 7570.052*** | −41.926*** |
| Sentiment | −0.0289 | 0.1143 | −0.1070 | 4.2348 | 346.921*** | −27.981*** | |
| Copper | Return | −0.0314 | 0.0068 | −0.7183 | 58.564 | 7.6476e+5*** | −27.762*** |
| Sentiment | −0.4545 | 0.1139 | 0.1687 | 0.1378 | 28.883*** | −21.391*** |
Notes: The data for returns is daily and covers the period that extends from January 1, 1998 to July 30, 2018. Jarque–Bera statistic is testing for normality. The ADF stands for Augmented Dickey–Fuller test with the null hypothesis is defined as ‘the series has a unit root against the alternative of stationarity’. All unit root tests are carried out with a constant and a time trend where the optimal lag length has been chosen using the Akaike information criterion. *** Significant at the 1% level.