Yes. All of those things are, indeed, hard to believe.
Note: Averages and standard deviations say nothing about individuals but they do explain trends.
Not related to IQ, but this study debunks the variability hypothesis in regards to mathematics performance: http://www.ams.org/notices/201201/rtx120100010p.pdf