Summary statistics variables, crude oil and agricultural commodities, India, 2015–23
Commodities . | Mean . | Variance . | Skewness . | Kurtosis . | JB . | ERS . | Q (20) . | Q2(20) . |
---|---|---|---|---|---|---|---|---|
Bajra | 0.015 | 1.429 | 0.371*** | 8.763*** | 7215.974*** | −16.649 | 39.073*** | 122.741*** |
Barley | 0.011 | 0.705 | 0.646*** | 31.046*** | 90,078.035*** | −5.599 | 146.730*** | 357.425*** |
Cotton | 0.008 | 0.648 | −1.241*** | 14.888*** | 21,253.140*** | −10.142 | 318.099*** | 53.621*** |
Turmeric | 0.011 | 0.819 | 0.872*** | 5.407*** | 3010.829*** | −15.123 | 336.730*** | 352.314*** |
Coriander | −0.032 | 1.39 | 0.115** | 6.598*** | 4066.311*** | −11.028 | 90.657*** | 34.645*** |
Cumin seeds (jeera) | 0.015 | 1.093 | 1.608*** | 20.081*** | 38,583.037*** | −9.623 | 147.630*** | 84.368*** |
Soybean | −0.003 | 1.927 | −1.767*** | 23.542*** | 52,870.830*** | −18.982 | 91.670*** | 376.503*** |
Soybean oil | 0.003 | 0.846 | 0.718*** | 6.095*** | 3658.154*** | −9.389 | 113.211*** | 91.290*** |
Mustard | −0.002 | 1.673 | 0.336*** | 7.433*** | 5196.599*** | −16.619 | 21.458*** | 153.226*** |
Crude oil | 0.008 | 9.906 | −1.954*** | 63.507*** | 377,677.651*** | −17.573 | 99.173*** | 514.441*** |
Commodities . | Mean . | Variance . | Skewness . | Kurtosis . | JB . | ERS . | Q (20) . | Q2(20) . |
---|---|---|---|---|---|---|---|---|
Bajra | 0.015 | 1.429 | 0.371*** | 8.763*** | 7215.974*** | −16.649 | 39.073*** | 122.741*** |
Barley | 0.011 | 0.705 | 0.646*** | 31.046*** | 90,078.035*** | −5.599 | 146.730*** | 357.425*** |
Cotton | 0.008 | 0.648 | −1.241*** | 14.888*** | 21,253.140*** | −10.142 | 318.099*** | 53.621*** |
Turmeric | 0.011 | 0.819 | 0.872*** | 5.407*** | 3010.829*** | −15.123 | 336.730*** | 352.314*** |
Coriander | −0.032 | 1.39 | 0.115** | 6.598*** | 4066.311*** | −11.028 | 90.657*** | 34.645*** |
Cumin seeds (jeera) | 0.015 | 1.093 | 1.608*** | 20.081*** | 38,583.037*** | −9.623 | 147.630*** | 84.368*** |
Soybean | −0.003 | 1.927 | −1.767*** | 23.542*** | 52,870.830*** | −18.982 | 91.670*** | 376.503*** |
Soybean oil | 0.003 | 0.846 | 0.718*** | 6.095*** | 3658.154*** | −9.389 | 113.211*** | 91.290*** |
Mustard | −0.002 | 1.673 | 0.336*** | 7.433*** | 5196.599*** | −16.619 | 21.458*** | 153.226*** |
Crude oil | 0.008 | 9.906 | −1.954*** | 63.507*** | 377,677.651*** | −17.573 | 99.173*** | 514.441*** |
Source: National Commodity and Derivatives Exchange Limited.
Notes: ***, **, and * indicate significance at the 1, 5, and 10 per cent significance levels, respectively; Skewness: the test of D’Agostino (1970); Kurtosis: Anscombe and Glynn (1983); JB: Jarque and Bera (1980) normality test; ERS: (Elliott et al. 1996) unit-root test statistics; and Q (20) and Q2(20): Fisher and Gallagher (2012) weighted Portmanteau test statistics.
Source: Authors’ calculations.
Summary statistics variables, crude oil and agricultural commodities, India, 2015–23
Commodities . | Mean . | Variance . | Skewness . | Kurtosis . | JB . | ERS . | Q (20) . | Q2(20) . |
---|---|---|---|---|---|---|---|---|
Bajra | 0.015 | 1.429 | 0.371*** | 8.763*** | 7215.974*** | −16.649 | 39.073*** | 122.741*** |
Barley | 0.011 | 0.705 | 0.646*** | 31.046*** | 90,078.035*** | −5.599 | 146.730*** | 357.425*** |
Cotton | 0.008 | 0.648 | −1.241*** | 14.888*** | 21,253.140*** | −10.142 | 318.099*** | 53.621*** |
Turmeric | 0.011 | 0.819 | 0.872*** | 5.407*** | 3010.829*** | −15.123 | 336.730*** | 352.314*** |
Coriander | −0.032 | 1.39 | 0.115** | 6.598*** | 4066.311*** | −11.028 | 90.657*** | 34.645*** |
Cumin seeds (jeera) | 0.015 | 1.093 | 1.608*** | 20.081*** | 38,583.037*** | −9.623 | 147.630*** | 84.368*** |
Soybean | −0.003 | 1.927 | −1.767*** | 23.542*** | 52,870.830*** | −18.982 | 91.670*** | 376.503*** |
Soybean oil | 0.003 | 0.846 | 0.718*** | 6.095*** | 3658.154*** | −9.389 | 113.211*** | 91.290*** |
Mustard | −0.002 | 1.673 | 0.336*** | 7.433*** | 5196.599*** | −16.619 | 21.458*** | 153.226*** |
Crude oil | 0.008 | 9.906 | −1.954*** | 63.507*** | 377,677.651*** | −17.573 | 99.173*** | 514.441*** |
Commodities . | Mean . | Variance . | Skewness . | Kurtosis . | JB . | ERS . | Q (20) . | Q2(20) . |
---|---|---|---|---|---|---|---|---|
Bajra | 0.015 | 1.429 | 0.371*** | 8.763*** | 7215.974*** | −16.649 | 39.073*** | 122.741*** |
Barley | 0.011 | 0.705 | 0.646*** | 31.046*** | 90,078.035*** | −5.599 | 146.730*** | 357.425*** |
Cotton | 0.008 | 0.648 | −1.241*** | 14.888*** | 21,253.140*** | −10.142 | 318.099*** | 53.621*** |
Turmeric | 0.011 | 0.819 | 0.872*** | 5.407*** | 3010.829*** | −15.123 | 336.730*** | 352.314*** |
Coriander | −0.032 | 1.39 | 0.115** | 6.598*** | 4066.311*** | −11.028 | 90.657*** | 34.645*** |
Cumin seeds (jeera) | 0.015 | 1.093 | 1.608*** | 20.081*** | 38,583.037*** | −9.623 | 147.630*** | 84.368*** |
Soybean | −0.003 | 1.927 | −1.767*** | 23.542*** | 52,870.830*** | −18.982 | 91.670*** | 376.503*** |
Soybean oil | 0.003 | 0.846 | 0.718*** | 6.095*** | 3658.154*** | −9.389 | 113.211*** | 91.290*** |
Mustard | −0.002 | 1.673 | 0.336*** | 7.433*** | 5196.599*** | −16.619 | 21.458*** | 153.226*** |
Crude oil | 0.008 | 9.906 | −1.954*** | 63.507*** | 377,677.651*** | −17.573 | 99.173*** | 514.441*** |
Source: National Commodity and Derivatives Exchange Limited.
Notes: ***, **, and * indicate significance at the 1, 5, and 10 per cent significance levels, respectively; Skewness: the test of D’Agostino (1970); Kurtosis: Anscombe and Glynn (1983); JB: Jarque and Bera (1980) normality test; ERS: (Elliott et al. 1996) unit-root test statistics; and Q (20) and Q2(20): Fisher and Gallagher (2012) weighted Portmanteau test statistics.
Source: Authors’ calculations.
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