I'm sure there are more detailed instructions on the use of the noise removal tool somewhere. I've had good luck when googling them. Audacity is a widely used program so there are a good deal of discussions on it.
Basic outline (sorry, I don't have time to write it all out in detail).
1. If you are only going to try to salvage the right channel, split the stereo track into two separate channels. Work on the right channel only.
2. Identify short period of ONLY noise and highlight. And I mean only noise - no talking, no tuning, etc. The better the sample is, the better it will do to identify and remove it.
3. Go the effect menu and choose Noise removal.
4. With the noise sample only highlighted, you can select "Get Noise Profile".
5. Go back to the effect menu and choose Noise removal. With the noise profile identified, you can now run the Noise removal tool There are 4 settings and I'm sure their effect is discussed somewhere - for some reason (whatever it is), I have mine set at Noise reduction: 24 dB, Sensitivity: 0.0 dB, Frequency smoothing: 150 Hz, Attack/decay time: 0.15 sec, Noise is set to remove.
6. Once the noise is removed from the right channel to your satisfaction, highlight the entire channel (only the right channel), Copy. Go to the left channel, highlight the entire channel, Paste. Then join the two tracks back together to make a stereo track.
Hope that helps get you started in the right direction. You may need to tweak the Noise removal settings or the noise profile sample to find the right result. There is still some noise on the de-noised result I gave you, but I didn't tweak it at all - just wanted to show how you could get a listenable result with some fairly standard tools. Good luck.