Riding on a Train by Pasadena first appeared on the Israeli foreign-music chart on 16 Oct 1988, entering at #15. It peaked at #15 on 16 Oct 1988. In total it spent 4 weeks on the chart, last charting on 6 Nov 1988.
| Wk | Date | Pos |
|---|---|---|
| 1 | 16 Oct 1988 | 15 |
| 2 | 23 Oct 1988 | 15 |
| 3 | 30 Oct 1988 | 19 |
| 4 | 6 Nov 1988 | 28 |