Remove features with too little variation
Step 1. Identify a measure of variation for a feature.
Step 2. Remove all features for which this measure is below some threshold (or is below that of msot other features).
There are many measures of variability that you could use in step 1: standard deviation, interquartile range, range (max minus min), median absolute deviation, and more.  Any of these are probably reasonable.