[Question] How accurate is data about past earth temperatures?

Such as xkcd1732: Earth Temperature Timeline, which is apparently based on Global warming preceded by increasing carbon dioxide concentrations during the last deglaciation, A Reconstruction of Regional and Global Temperature for the Past 11,300 Years and HadCRUT4.

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