My parameters are fine :)
I lost another shrimp over night.
The only difference in their tank is I added more gravel (it was more of the same gravel), which was washed and cleaned first, and I've now got a heater set to 22-24celsius where as before it was 19-20celsius :(.
The female with eggs has had them about 2 weeks now so hopefully they are fertile.