We estimate Malmquist environmental index based on a non-radial DDF method.
We measure shadow price of carbon emissions to reflect reduction costs.
The nation can be divided into three emission zones: steep-slope, flat and plateau zone.
Carbon emission performances varied greatly among provinces.
Shadow price of China kept increasing before 2000 and then declined afterwards.