Japanese version
I have translated the closest Mr. Qiaochu Yuan's Blog to the viewpoint of number theory and statistic dynamics. He describes in it the definition of the partition function, entropy and 1-dimensional vertex model.
the original blog by Qiaochu Yuan
Walks on graphs and statistical mechanics
a translation:
Walks on graphs and statistical mechanics (in Japanese)
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