There are modern versions of this same game.

I have a copy for Nintendo Switch called Densha de GO! Hashiro Yamanote-sen.

Densha de GO! On Internet Archive

I was searching to see if I could find a rom and was pleasantly surprised to see that Internet Archive had online emulators.

As stupid as this sounds, I have come to enjoy the “Train Sim World” series of games over the last few years. A bit relaxing, lots of details and there’s often cheap humble bundles with tons of DLC - Most of which carries over from the previous games to the next (i.e. no need to repurchase).

EDIT: Gameplay is similar to Densha-De-Go in the sense that you are driving a train in both. But I guess TSW is less of a game, more of a simulation. On the other hand, it’s more accessible because it is not only available in japanese.

Article doesn’t even link the game.

https://www.jp.square-enix.com/game/detail/densha_ds/

Unfortunately for me, it’s very Japanese.