Nixon was potentially going to be bipartisan, which is why he resigned first — so we’ll never know for sure.
As I said (I thought clearly), I'm not talking about the final vote. I'm talking about the trial stuff that happens before it.
For example, whether any witnesses are called. In Trump's impeachment trial they decided witnesses weren't necessary (https://www.npr.org/2020/01/31/801589634/sen-alexander-expla...).
Also, when Clinton was impeached, it was a Republican-majority Senate impeaching a Democratic president. So not really comparable to when it's the same party for both as with Trump. Of course they went through all the steps in the trial for Clinton because that Senate wanted to impeach (and probably wanted as much damaging evidence to come to light as possible).
I guess it's not surprising. If they already know how they're going to vote, it can only damage the president and the senators to expose any facts that go against that.
Maybe in a case where the president did something even more extreme, it wouldn't work this way. But the sequence appears to be that the president's party would first decide they want him out, then do the trial to make it happen, not the other way around.