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. 2019 May 9;26(19):19389–19402. doi: 10.1007/s11356-019-05269-w

Table 2.

Results of unit root tests

Variable The ADF test The PP test
Level k First difference k Level First difference
EF − 1.038 0 − 4.768*** 0 − 1.067 − 4.756***
TR 0.067 0 − 3.040** 0 − 0.242 − 3.056**
TD − 1.534 1 − 3.195** 0 − 1.069 − 3.153**
EC − 2.941 0 − 6.786 *** 0 − 2.859 − 3.629 **
URB 0.709 1 − 1.607 0 − 2.731 − 1.873
RQ − 2.068 0 − 2.803* 0 − 2.291 − 2.772*
GE − 0.008 0 − 3.871** 0 − 0.008 − 3.871**

ADF and PP denote the augmented Dickey-Fuller and Phillips–Perron tests respectively. Maximum lag order is set to two and optimal lag order (k) is selected based on Schwarz criterion in the ADF test; Triple asterisk, double asterisk, and single asterisk indicate rejection of the null hypotheses at the 1%, 5%, and 10% significance levels respectively. The critical values are taken from MacKinnon (1996) for the ADF and PP tests respectively